{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Electrode State of Health"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates some utilities to work with electrode State of Health (also sometimes called electrode stoichiometry), using the algorithm from Mohtat et al [1]\n",
    "\n",
    "[1] Mohtat, P., Lee, S., Siegel, J. B., & Stefanopoulou, A. G. (2019). Towards better estimability of electrode-specific state of health: Decoding the cell expansion. Journal of Power Sources, 427, 101-111."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zsh:1: no matches found: pybamm[plot,cite]\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install \"pybamm[plot,cite]\" -q # install PyBaMM if it is not installed\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import pybamm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create and solve model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "17f51c91ccd74aeb9afa13693702858e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.0, description='t', max=2.3248351274860397, step=0.0232483512748604)…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<pybamm.plotting.quick_plot.QuickPlot at 0x17f99c580>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spm = pybamm.lithium_ion.SPM()\n",
    "experiment = pybamm.Experiment(\n",
    "    [\n",
    "        \"Charge at 1C until 4.2V\",\n",
    "        \"Hold at 4.2V until C/50\",\n",
    "        \"Discharge at 1C until 2.8V\",\n",
    "        \"Hold at 2.8V until C/50\",\n",
    "    ]\n",
    ")\n",
    "parameter_values = pybamm.ParameterValues(\"Mohtat2020\")\n",
    "\n",
    "sim = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values)\n",
    "spm_sol = sim.solve()\n",
    "spm_sol.plot(\n",
    "    [\n",
    "        \"Voltage [V]\",\n",
    "        \"Current [A]\",\n",
    "        \"Negative electrode stoichiometry\",\n",
    "        \"Positive electrode stoichiometry\",\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solve for electrode SOH variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given a total amount of cyclable lithium capacity, $Q_{Li}$, electrode capacities, $Q_n$ and $Q_p$, and voltage limits, $V_{min}$ and $V_{max}$, we can solve for the min and max electrode SOCs, $x_0$, $x_{100}$, $y_0$, and $y_{100}$,  and the cell capacity, $C$, using the algorithm adapted from Mohtat et al [1].\n",
    "First, we find $x_{100}$ and $y_{100}$ using\n",
    "\n",
    "$$\n",
    "Q_{Li} = y_{100}Q_p + x_{100}Q_n,\n",
    "\\\\\n",
    "V_{max} = U_p(y_{100}) - U_n(x_{100}).\n",
    "$$\n",
    "\n",
    "Note that Mohtat et al use $n_{Li} = \\frac{3600 Q_{Li}}{F}$ instead.\n",
    "Then, we find $Q$ using\n",
    "\n",
    "$$\n",
    "V_{min} = U_p(y_{0}) - U_n(x_{0})\n",
    "= U_p\\left(y_{100} + \\frac{Q}{Q_p}\\right) - U_n\\left(x_{100} - \\frac{Q}{Q_n}\\right)\n",
    "$$\n",
    "\n",
    "Finally, $x_0$ and $y_0$ are simply defined as\n",
    "\n",
    "$$\n",
    "x_0 = x_{100} - \\frac{Q}{Q_n},\n",
    "\\\\\n",
    "y_0 = y_{100} + \\frac{Q}{Q_p}.\n",
    "$$\n",
    "\n",
    "We implement this in PyBaMM as an algebraic model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "param = pybamm.LithiumIonParameters()\n",
    "\n",
    "Vmin = 2.8\n",
    "Vmax = 4.2\n",
    "Q_n = parameter_values.evaluate(param.n.Q_init)\n",
    "Q_p = parameter_values.evaluate(param.p.Q_init)\n",
    "Q_Li = parameter_values.evaluate(param.Q_Li_particles_init)\n",
    "\n",
    "U_n = param.n.prim.U\n",
    "U_p = param.p.prim.U\n",
    "T_ref = param.T_ref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_100 : 0.8333742766485323\n",
      "y_100 : 0.03354554691532985\n",
      "Q : 4.968932683689383\n",
      "x_0 : 0.0015118453536460618\n",
      "y_0 : 0.8908948803914054\n"
     ]
    }
   ],
   "source": [
    "# First we solve for x_100 and y_100\n",
    "\n",
    "model = pybamm.BaseModel()\n",
    "\n",
    "x_100 = pybamm.Variable(\"x_100\")\n",
    "y_100 = (Q_Li - x_100 * Q_n) / Q_p\n",
    "\n",
    "y_100_min = 1e-10\n",
    "\n",
    "x_100_upper_limit = (Q_Li - y_100_min * Q_p) / Q_n\n",
    "\n",
    "model.algebraic = {x_100: U_p(y_100, T_ref) - U_n(x_100, T_ref) - Vmax}\n",
    "\n",
    "model.initial_conditions = {x_100: x_100_upper_limit}\n",
    "\n",
    "model.variables = {\"x_100\": x_100, \"y_100\": y_100}\n",
    "\n",
    "sim = pybamm.Simulation(model, parameter_values=parameter_values)\n",
    "sol = sim.solve([0])\n",
    "\n",
    "x_100 = sol[\"x_100\"].data[0]\n",
    "y_100 = sol[\"y_100\"].data[0]\n",
    "\n",
    "for var in [\"x_100\", \"y_100\"]:\n",
    "    print(var, \":\", sol[var].data[0])\n",
    "\n",
    "# Based on the calculated values for x_100 and y_100 we solve for x_0\n",
    "model = pybamm.BaseModel()\n",
    "\n",
    "x_0 = pybamm.Variable(\"x_0\")\n",
    "Q = Q_n * (x_100 - x_0)\n",
    "y_0 = y_100 + Q / Q_p\n",
    "\n",
    "model.algebraic = {x_0: U_p(y_0, T_ref) - U_n(x_0, T_ref) - Vmin}\n",
    "model.initial_conditions = {x_0: 0.1}\n",
    "\n",
    "model.variables = {\n",
    "    \"Q\": Q,\n",
    "    \"x_0\": x_0,\n",
    "    \"y_0\": y_0,\n",
    "}\n",
    "\n",
    "sim = pybamm.Simulation(model, parameter_values=parameter_values)\n",
    "sol = sim.solve([0])\n",
    "\n",
    "\n",
    "for var in [\"Q\", \"x_0\", \"y_0\"]:\n",
    "    print(var, \":\", sol[var].data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is implemented in PyBaMM as the `ElectrodeSOHSolver` class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_100 : 0.833374276202919\n",
      "y_100 : 0.0335455473745959\n",
      "Q : 4.968932679279884\n",
      "x_0 : 0.0015118456462390713\n",
      "y_0 : 0.890894880089848\n"
     ]
    }
   ],
   "source": [
    "esoh_solver = pybamm.lithium_ion.ElectrodeSOHSolver(parameter_values, param)\n",
    "\n",
    "inputs = {\"V_min\": Vmin, \"V_max\": Vmax, \"Q_n\": Q_n, \"Q_p\": Q_p, \"Q_Li\": Q_Li}\n",
    "\n",
    "esoh_sol = esoh_solver.solve(inputs)\n",
    "\n",
    "for var in [\"x_100\", \"y_100\", \"Q\", \"x_0\", \"y_0\"]:\n",
    "    print(var, \":\", esoh_sol[var])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check against simulations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting the SPM simulations against the eSOH calculations validates the min/max stoichiometry calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = spm_sol[\"Time [h]\"].data\n",
    "x_spm = spm_sol[\"Negative electrode stoichiometry\"].data\n",
    "y_spm = spm_sol[\"Positive electrode stoichiometry\"].data\n",
    "\n",
    "x_0 = esoh_sol[\"x_0\"].data * np.ones_like(t)\n",
    "y_0 = esoh_sol[\"y_0\"].data * np.ones_like(t)\n",
    "x_100 = esoh_sol[\"x_100\"].data * np.ones_like(t)\n",
    "y_100 = esoh_sol[\"y_100\"].data * np.ones_like(t)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "axes[0].plot(t, x_spm, \"b\")\n",
    "axes[0].plot(t, x_0, \"k:\")\n",
    "axes[0].plot(t, x_100, \"k:\")\n",
    "axes[0].set_ylabel(\"x\")\n",
    "\n",
    "axes[1].plot(t, y_spm, \"r\")\n",
    "axes[1].plot(t, y_0, \"k:\")\n",
    "axes[1].plot(t, y_100, \"k:\")\n",
    "axes[1].set_ylabel(\"y\")\n",
    "\n",
    "for k in range(2):\n",
    "    axes[k].set_xlim([t[0], t[-1]])\n",
    "    axes[k].set_ylim([0, 1])\n",
    "    axes[k].set_xlabel(\"Time [h]\")\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How does electrode SOH depend on cyclable lithium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can do a parameter sweep for the amount of cyclable lithium to see how it affects the electrode SOH parameters and cell capacity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_parameter_sets = [\n",
    "    k\n",
    "    for k, v in pybamm.parameter_sets.items()\n",
    "    if v[\"chemistry\"] == \"lithium_ion\"\n",
    "    and k\n",
    "    not in [\n",
    "        \"Xu2019\",\n",
    "        \"Chen2020_composite\",\n",
    "        \"Ecker2015_graphite_halfcell\",\n",
    "        \"OKane2022_graphite_SiOx_halfcell\",\n",
    "    ]\n",
    "]\n",
    "\n",
    "\n",
    "def solve_esoh_sweep_QLi(parameter_set, param):\n",
    "    parameter_values = pybamm.ParameterValues(parameter_set)\n",
    "\n",
    "    # Vmin = parameter_values[\"Lower voltage cut-off [V]\"]\n",
    "    # Vmax = parameter_values[\"Upper voltage cut-off [V]\"]\n",
    "    Vmin = parameter_values[\"Open-circuit voltage at 0% SOC [V]\"]\n",
    "    Vmax = parameter_values[\"Open-circuit voltage at 100% SOC [V]\"]\n",
    "\n",
    "    Q_n = parameter_values.evaluate(param.n.Q_init)\n",
    "    Q_p = parameter_values.evaluate(param.p.Q_init)\n",
    "\n",
    "    Q = parameter_values.evaluate(param.Q)\n",
    "    esoh_solver = pybamm.lithium_ion.ElectrodeSOHSolver(\n",
    "        parameter_values, param, known_value=\"cell capacity\"\n",
    "    )\n",
    "    inputs = {\"V_max\": Vmax, \"V_min\": Vmin, \"Q\": Q, \"Q_n\": Q_n, \"Q_p\": Q_p}\n",
    "    sol_init_Q = esoh_solver.solve(inputs)\n",
    "\n",
    "    Q_Li_init = parameter_values.evaluate(param.Q_Li_particles_init)\n",
    "    esoh_solver = pybamm.lithium_ion.ElectrodeSOHSolver(parameter_values, param)\n",
    "    inputs = {\"V_max\": Vmax, \"V_min\": Vmin, \"Q_Li\": Q_Li_init, \"Q_n\": Q_n, \"Q_p\": Q_p}\n",
    "    sol_init_QLi = esoh_solver.solve(inputs)\n",
    "\n",
    "    Q_Li_sweep = np.linspace(1e-6, Q_n + Q_p)\n",
    "    sweep = {}\n",
    "    variables = [\"Q_Li\", \"x_0\", \"x_100\", \"y_0\", \"y_100\", \"Q\"]\n",
    "    for var in variables:\n",
    "        sweep[var] = []\n",
    "\n",
    "    for Q_Li in Q_Li_sweep:\n",
    "        inputs[\"Q_Li\"] = Q_Li\n",
    "        try:\n",
    "            sol = esoh_solver.solve(inputs)\n",
    "            for var in variables:\n",
    "                sweep[var].append(sol[var])\n",
    "        except (ValueError, pybamm.SolverError):\n",
    "            pass\n",
    "\n",
    "    return sweep, sol_init_QLi, sol_init_Q\n",
    "\n",
    "\n",
    "for parameter_set in [\"Chen2020\"]:\n",
    "    sweep, sol_init_QLi, sol_init_Q = solve_esoh_sweep_QLi(parameter_set, param)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_sweep(sweep, sol_init, sol_init_Q, parameter_set):\n",
    "    fig, axes = plt.subplots(1, 3, figsize=(10, 3))\n",
    "    parameter_values = pybamm.ParameterValues(parameter_set)\n",
    "    parameter_values.evaluate(param.n.Q_init)\n",
    "    parameter_values.evaluate(param.p.Q_init)\n",
    "    # Plot min/max stoichimetric limits, including the value with the given Q_Li\n",
    "    for i, ks in enumerate([[\"x_0\", \"x_100\"], [\"y_0\", \"y_100\"], [\"Q\"]]):\n",
    "        ax = axes.flat[i]\n",
    "        for j, k in enumerate(ks):\n",
    "            if i == 0 and j == 0:\n",
    "                label1 = \"Stoichiometric envelope\"\n",
    "                label2 = \"Calculation from cyclable lithium\"\n",
    "                label3 = \"Calculation from cell capacity\"\n",
    "            else:\n",
    "                label1 = label2 = label3 = None\n",
    "            ax.plot(sweep[\"Q_Li\"], sweep[k], \"b-\", label=label1)\n",
    "            ax.axhline(sol_init_QLi[k], c=\"k\", linestyle=\"--\", label=label2)\n",
    "            ax.axhline(sol_init_Q[k], c=\"r\", linestyle=\"--\", label=label3)\n",
    "        ax.set_xlabel(\"Cyclable lithium [A.h]\")\n",
    "        ax.set_ylabel(ks[0][0])\n",
    "        ax.set_xlim([np.min(sweep[\"Q_Li\"]), np.max(sweep[\"Q_Li\"])])\n",
    "        ax.axvline(sol_init_QLi[\"Q_Li\"], c=\"k\", linestyle=\"--\")\n",
    "        ax.axvline(sol_init_Q[\"Q_Li\"], c=\"r\", linestyle=\"--\")\n",
    "        # Plot capacities of electrodes\n",
    "        # ax.axvline(Qn,c=\"b\",linestyle=\"--\")\n",
    "        # ax.axvline(Qp,c=\"r\",linestyle=\"--\")\n",
    "    axes[-1].set_ylabel(\"Cell capacity [A.h]\")\n",
    "\n",
    "    # Plot initial values of stoichometries\n",
    "    parameter_values.evaluate(param.n.prim.sto_init_av)\n",
    "    parameter_values.evaluate(param.p.prim.sto_init_av)\n",
    "    # axes[0].axhline(sto_n_init,c=\"g\",linestyle=\"--\")\n",
    "    # axes[1].axhline(sto_p_init,c=\"g\",linestyle=\"--\")\n",
    "\n",
    "    axes[1].set_title(parameter_set)\n",
    "    fig.legend(loc=\"center left\", bbox_to_anchor=(1.01, 0.5))\n",
    "    fig.tight_layout()\n",
    "    return fig, axes\n",
    "\n",
    "\n",
    "plot_sweep(sweep, sol_init_QLi, sol_init_Q, \"Chen2020\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ai2020\n",
      "Chen2020\n",
      "Ecker2015\n",
      "Marquis2019\n",
      "Mohtat2020\n",
      "NCA_Kim2011\n",
      "OKane2022\n",
      "ORegan2022\n",
      "Prada2013\n",
      "Ramadass2004\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Xl6d5kkKE+kciEAsLC9SrVw+hoaHyvWVlMhlCQ0MxZswYrdqQSqW4e/cu2rdvn4eZEqNF/SMhhBAjIOiAIi3pIwbP1BTw9NRTU6bw1FNbhOjLokWLMGfOHKHTIAUR9Y9EQH5+fvD29kb9+vXRsGFDBAUFIT4+Xl71eeDAgShVqhQWLVoEAJg7dy6++eYbVKxYEZ8/f0ZgYCCeP3+OoUOHCvk0SGFF/SMhhBAjUKD2UFS3pG/8+PHCJEQIUZKQADx/DkRFAS9fAhKJ0BlpJzFR6Axyr3jx4iqX/zk4OKidnQio3yMsPj5eqbJkOlNTU6UZEvHx8WrbNjExUXpsXWITEhLAGFMZKxKJYGNjk6PYxMREyGQytXlkrJ6pS2xSUhKkUqleYm1sbOTVIpOTk5GamqqXWGtra5iY8J1OJBIJUlJS9BJrZWUlf63oEpuSkgKJhk7C0tISZmZmae2mIClJAsYAmQyQShX/SqWAmZklTEzMIJUCEkkqEhOTlWIy/mtiYgFTU3NIpUByciqSk7PGpj+OiYkFTEzMIZMBKSlSJCcnyW9jDErHZmbmMDW1SLtOComEx6bLeGxiYg4zs/RYGSSSRPnt6e2mX0xMMrYrQ0qKcoel3K4ZzM0t065nkEgS1J5fXWIlkiS1twmlV69eePfuHWbNmoXo6GjUrl0bp06dks/UfvHihfw1DACfPn3CsGHDEB0djaJFi6JevXq4dOkSqlWrpvNjU/9I/WN+9I9RURI8ewYkJysuSUn8vRVjljA15f2jVJqC1FTel2bsR9L/NTPjsSIRwFgqZLJkmJhAfjE1BSws+MXGxgI2NuYwNwcsLFJhZ5eMokUBR0cem5GFhQXMzc3TcpAiKUl9P2Fubg4LCwudY2UyGRI1vEnTJdbMzAyWloo+LyFBfZ+nS6ym50IIIYUeMxAA2MGDBzXGVKpUiS1cuFDpuuPHjzMALCEhQeV9kpKSWGxsrPzy33//MQAsNjZWX6mTwkwiYSw4mF8kklw2JWHBwcEsODiYSXLZlqE4fZqxHj0Yq1ePMWfnzB+DC9Il1qD7BW36x0mTJrHq1asrXdenTx/m5eWl02PFxvJzoe7Svn17pXgbGxu1sS1atFCKdXZ2Vhtbv359pVh3d3e1sdWqVVOKrVatmtpYd3d3pdj69eurjXV2dlaKbdGihdpYGxsbpdj27dtrPG8Zde/eXWOsWCyWx3p7e2uMffv2rTzW19dXY2xkZKQ81t/fX2PsvXv35LEBAQEqY8wA5guwqIkT5f3j0qVLNbYbFhbGGGPs0SPG2rUL1hgrEh1jIlH6/9GtGmOBvRn+P+/NJnZrhthj2cQGZ4gNyyZ2aYbYa9nEBmSIvZdNrH+G2MhsYn0zxL7NJtY7Q6w4m9jODDDcPjK/UP+oQP0jlxf9Y0wMY82aae4fed8lbP/o7R3MnjxhTCZjLCxMc/+4dOlS+Tm7dk1z/xgQECCPvXdPc//o7+8vj42M1Nw/+vr6ymPfvtXcP3p7e8tjxWLN/WPnztQ/EkKMV4GaoZgTtJyP5IpEAqTvx+TjA6R9E5uzpiTyvZ18fHzk3+oWRC9fAhMmAPv3Z73NwQHw8ADKllW/bVDahAGDkZICaFETKl+JxWKlYgGRkZG4ffs2nJycULZsWUydOhWvXr3C9u3bAQAjR45EcHAwJk2ahMGDB+Ps2bPYu3cvjh8/LtRTIIWcBYA1ABAYCAQEaNU/HjwITJ4MXLuWfftqJlVpJBLxi4aJU3B0BOzt+Wyb5GQg08ReJWXLAsWL89gvX4D799XHVqwIuLvzx4+L0/wcK1YEKlfmx2IxcP685tgaNXi7CQnAqVPqYytUAOrU4cfJycDRo+pj3d2Bhg35cWoq/92oU7Ik8Pq1+tsJIcpy0j8mJwOLFvHLly+aY7/5BihRgh8/fw7cvKk5tkwZ3qe+eKG5b/Lw4O/jJBLg3Tvgwwf1sdu28YuLC++nCCGEGB8RYzl5y65/IpEIBw8elG+urUrz5s1Rt25dBAUFya/bunUrxo8fj9jYWJX3UVVwoEyZMoiNjaVqfSR78fGAnR0/FouBDMtydG8qHnZpbYnFYqUlPgVFSgrwyy/A7Nn81JiaAqNGAW3a8Deh7u5AkSICJ5kDcXFxcHR0NKh+ITw8HC1btsxyvbe3N0JCQuDj44OoqCiEh4cr3WfChAl48OABSpcujZkzZ8LHx0enx00/F69fv1Z5LmhJn+pYo1zSFx8P2/RCQGn9o6rY+/eBuXP5QJhUagXAFKamQJs2KejRQ4Jy5QCpNB7ffcfbuno1Bo6OtrCxsYSFBV+ml5rKl/SJRIoleun/mpoC1tYZY1OV/u5nlnGZni6xxrykLz4+Hm5ubgbVRwqB+kfqH7WO1bJ/BPgXILt3A3PmWOHVK77kuW7dFMyfL0Hz5or/fwDfysTW1lZpSwhdto/ISf8okQCfPgGfP/N///sP+Ptv4Pp1C9y+bZ62vY0UQBIcHIBly4A+fZS/PKb+kRBCCqcCNaA4efJknDhxAnfv3pVf17dvX3z8+BGnNH1ln4EhDhwQA0YDinIXLvDBw/QZOk2aAGvXArVqCZuXPlC/oEDngmhNi/7x2TM+O+bdO/5z3brAgAH8w2bGouQFvX8s7Khf4Og8EK1p+f4xOhro0AG4cYP/XLYssHAh7yPT9yw05P4xORm4dQu4cgXYsUPxPDp1AjZs4DO8CzvqFwghxswk+5C8IxaLcfv2bdy+fRuAYknfixcvAPBiAQMHDpTHjxw5Es+ePcOkSZPw8OFDrF27Fnv37sWECROESJ8Qo5CYCIwYATRvzgcTixUDfv2VDzAWhsFEQkje+PgRaN+eDybWqQPcu8c/bI4frzyYSAghxmriRN4vOjgAS5YAjx4B/fplLYBiqCwt+ZdG48fzQcUFC/jq7iNHgK+/5jMvDWPqCiGEkLwg6J+rv//+G3Xq1EGdtA1//Pz8UKdOHcyaNQsA8ObNG/ngIgCUK1cOx48fx5kzZ1CrVi0sX74cmzdvhpeXlyD5E1LYPXsGNG0KbNzIl64MH87f7A4eXHDe7BJC8l9yMtCtG+8vypQBjh3jHy4JIYRw167xWX0AEBoKTJqkfu/pgsDMDJg2jQ+Q1qnDv1Tq0wfo2VMxS50QQkjhImhRFk9PT7X7ugBASEiIyvvcunUrD7MihADA8eNA//58zxxnZ2DXLr5XIiGEaMIYMHQocO4cL35y/Dgv6kEIIYRjDPDz48cDBwL16wubjz7VqAFcvcqXbs+fzwv4XbsG/O9/QKVKQmdHCCFEn2iOESFEiVQKzJrF9/T5/Blo1IhXD6TBREKINmbP5rNuTE35B8kaNYTOiBBCDMv+/cDFi4CNDR94K2zMzXlx62vX+CDiixdAs2bAP/8InRkhhBB9EnSGIiEGz9KSr9VLP85VU5Y4ltaWZS7byivv3wN9+wJnzvCfR48GVqwA0groEUKIgor+cds2XtEZANavB777TtumDL9/JIQQrWl4/5iUxJc3A/zfUqWya6rg9o916gB//QV4eQG3bwOensDJk/zLakIIIQWfwVR5zi9UiYsQ1Z4/52/0oqIAa2tg0ya+MbgxoH5Bgc4FyamzZ/mHxtRUYOrUwjnrxlhRv8DReSD6sGQJMGUKH0h89EhtAehC5fNnXqTr8mX+fI8eBVq2FDor/aB+gRBizGjJMyEE0dF8SXNUFFChAt/7xlgGEwkhuff4MfDjj3wwsVcvvm8WIYQQZTExvBIyACxaZByDiQBQpAjw55/8vWZ8PPD993xQkRBCSMFGA4qEaJKSAoSE8EtKSi6bSkFISAhCQkKQksu29OnjR6BtW+DJE6BcOV5IgfY8I4RkK61/jF8Tgq4dUvD5M9C4Me8uda0Cb6j9IyGE5Iia94+zZgFfvvAiLNp+cVtY+kc7Oz6I2LkzkJwMdOvGC/4RQggpuGjJMyGaxMfzd0AAIBbn6qvk+Ph42KW1JRaLYWsAX0t/+QK0bg1cvw6UKMH3uSlfXuis8h/1Cwp0LojWMvSPthCjWBlbXL8OuLnlpCnD6x+JAvULHJ0HojUV7x/v3gVq1wZkMuDCBeDbb7VtqnD1jykpwODBiuJdN24AtWoJnVXOUb9ACDFmVJSFECOVmAh07MgHE4sV44VYjHEwkagRH8/f6WdmagpYWSnHqWNiwjfkzElsQgKg7vsukYiXxsxJbGIi/zSnTsYParrEJiXxEun6iLWx4XkDfBpHaqp+Yq2tFVMHJRLNs661ic3w+7SxBo4cAdyKSoB4De1aWSleVykpvO1MbcmPLS0BM7OssapkjE1N5edCHQsLXoJU11iplP/u1DE3V1Sw0iVWJuOvNX3EmpkpCkAwxv9v6CNW03MhhGSLMcDPj/8X7tFD+8HEwsjcnBfwEouBQ4eAceOAsDDFnzJCCCEFBy15JsQISSRA9+58ebO9PXD6NPD110JnRQxKyZJ8dkXmy48/Kse5uqqOs7PjmyRl5OGhPrZ5c+XYatXUxzZooBzboIH62GrVlGObN1cf6+GhHPv99+pjXV2VY3/8UX1s+iyVdAMGaI7NOLAzYoTm2PfvFbF+fppjX7xQxE6frjk2IkIRu3Ch6pgMUxE3b+Yzb/DLL5rbvXBB0e7GjSrbgpsbv+70acV1O3dqbvfgQUXswYOaY3fuVMSePq05duNGReyFC5pjf/lFEXvzpubYjBVrIiI0x06froh98UJzrJ+fIvb9e82xI0YoYhMSNMcOHw5CSM6dOAH873/8u4HFi4XORngmJrzLtLbm70X37xc6I0IIITlBA4qEGBmpFOjfn7+5tbYGjh8H6tUTOitCSEHWubPQGRBCiGFKTQUmTuTH48fTapB0ZcsCkyfzY39/zZOkCSGEGCbaQ5EQTQrZHoqMAWPHAmvW8CUnR48CXl75nobBoX5BQX4uXr9WfS5oybPqWCNa8hwZySd6Jn2KxzukzSxM7x+za1fNkuf4+HjYpc1SFMfE8P6RljzrHptHS57j4uPh6OZm9H0k/a0gWsvw/nHLKjGG/GSLYsWAp08BR0ddmxL+/WNeSUgAqlblk69nzwYCAoTOSHfULxBCjBntoUiIEVm5kg8mikR81R8NJhK1bG21G0DX5YONLrEZBwH1GZtx0FKfsRkHWfUZa2mpGPTRZ6yFhWKQSofYuDigQy/g5Sfg2zoAbuWiXXNzxWBdRqpee+piVTEzUwwu6jPW1FT717AusSYmeRMrEukvVtMAOCFEo/nz+b+zZuk+mFjY2dgAy5YBPXsCS5YAgwbxmYuEEEIKBlryTIiR+OMPvqQEAAID+abghBCiLakU6NsXePCAb7G5d6/QGRFCiOGLeQtUqACMHCl0Joape3egRQs++Tp9aTghhJCCgWYoEqKJpaXiU7O2M3/UNmWJvWltWeayLV1ducL3TWQM8PVV3refEEK0MW0a33PVyopX5izhUTj6R0J0Fh+vWLqfEW0JoTrWiLaEkEtNxefV2/HTzxZIllhi0SLAAhIgXvctISxTU7F3+3b5MeLjC9WWECIAqxcDTZoAx/YC54eZo3mbgrMlhMbnTQghhR0zMrGxsQwAi42NFToVQvLFkyeMubgwBjDWoQNjKSlCZ2R4qF9QoHNBVNm+nfchAGO//y50NiS/Ub/Ayc9D+n+GzJf27ZXvYGOjOg5grEUL5VhnZ/Wx9esrx7q7q4+tVk05tlo19bHu7sqx9eurj3V2Vo5t0UJ9rI2Ncmz79upjM38U6d5dc6xYrIj19tYc+/atItbXV3NsZKQi1t9fc+y9e4rYgACNsfVxjTVqxJhMxhhbulRzu2FhinaDgzXHHjumiN26VXPs3r2K2L17Ncdu3aqIPXZMc2xwsCI2LExz7NKlithr1zTGrnMLYKmpabH37mlu199f0W5kpOZYX19F7Nu3mmO9vRWxYrHG2NjOnRn1j4QQY0VLngkpxD58ANq3B969A+rWBXbt0n67MEIIAfgM56FD+fH06UCfPsLmQwghBcmyZYqJkiR70THApk1CZ0EIIUQbVOWZEE1SU4GDB/lx1665Go1LTU3FwbS2unbtCrM8HtlLSgLatgX++otvcH3lClCiRJ4+ZIFF/YICnQuS0X//AQ0aADExQJcufC/W9JV+Bbl/JLqhfoGTn4fXr1WfB1ryrDrWCJc89+6eCrNTR1C7vgX8L//I+8fs2lWz5Dk1NRUHjxwBAHTt1In3j4VoyXNG69YB4yaaw6GYBR4/BpyKGP6S57j4eDi6uRl9/0gIMU40oEiIJvHxgJ0dPxaLdatSm6WpeNiltSUWi2Gbi7aywxjfM/H333lFwYsXga+/zrOHK/CoX1Cgc0HSJSQAzZoBN28CNWvyfiS9OwRQYPtHojvqFzg6D0Qb588D37eIRzyof9RVaipQuzZw/z4waRKv/GzoqF8ghBgzWvJMSCE0dy4fTDQz4zOKaDCREKILxoBBg/hgorMzcPhwpsFEQgghWTAG+PsLnUXBZWamGERcvRp4/VrYfAghhGhGA4qEFDK7dgGzZ/PjdeuA1q0FTYcQUgDNn88LOJubAwcOAB4eQmdECCGGb+9e4Pp1wK7wTiLMc+3b84rPiYnAggVCZ0MIIUQTGlAkpBC5dInPKgKAiRMVhRQIIURbBw8Cs2bx43Xr+LJnQgghmiUmAlOm8OMJE4TNpSATiYCFC/nxxo3As2fC5kMIIUQ9GlAkpJCIjORFE5KT+b+LFwudESGkoPnnH2DAAH48bhwwZIiw+RBCSEGxbBkQFQWUKgWMHSt0NgVbixbAd9/xPRXnzBE6G0IIIerQgCIhhUBsLNChA/DuHVC3LrBjR4ZKrIQQooV374BOnXitlTZt+IdjQgzZmjVr4OHhASsrKzRq1AjXrl3T6n67d++GSCRCly5d8jZBYjRevAAWLeLHy5blqgYLSZO+3Pm333iRFkIIIYaHhhwIKeBSU4GePYEHD4CSJYEjR+iNLCFENxIJ0L078Pw5ULEisGcP3xyfEEO1Z88e+Pn5ISAgADdv3kStWrXg5eWFt2/farxfVFQU/P390YzW8hM9mjiRL3lu1gzo1UvobAqH+vWBbt14oZv0bTgIIYQYFvq4QIgmFhbA1q2K41w1ZYGtaW1Z5LKtdIwBP/0E/PknYGMDHD3Kl9oQQoi2GOPL886fBxwc+JcSTk5a3NHA+0dSuK1YsQLDhg3DoLSNg9evX4/jx49jy5YtmJK+kV0mUqkU/fr1w5w5c3DhwgV8/vw5HzMmhVV4OC/GYmICrFrF9wCk/lE/5s3j+/oeOMCL3TRoIHRGhBBCMqIZioRoYm4O+Pjwi7l5Lpsyh4+PD3x8fGCey7bSrV7NiyaIRMDOnXy5MylcdF3SFxQUhCpVqsDa2hplypTBhAkTkJSUlE/ZkoJo7Vq+8b1IxKvEV62q5R0NvH8khZdEIsGNGzfQpk0b+XUmJiZo06YNLl++rPZ+c+fOhaurK4bQ5qBET1JT+Re7ADBiBFC7dtoN1D/qRbVqin19p08XNhdCCCFZ0QxFQgqokycVVQSXLOGFWEjhkr6kb/369WjUqBGCgoLg5eWFR48ewdXVNUv877//jilTpmDLli1o0qQJHj9+DB8fH4hEIqxYsUKAZ0AM3dmzvPgKwPuR9u2FzYcUPk5aTXdVEIlEuHnzJtzd3dXGvH//HlKpFG5ubkrXu7m54eHDhyrv89dff+HXX3/F7du3tc4lOTkZycnJ8p/j4uK0vi8xDhs2AHfvAkWL8tl0RP9mz+Zfdp05A4SFAS1bCp0RIYSQdIIPKK5ZswaBgYGIjo5GrVq1sHr1ajRs2FBtfFBQENatW4cXL17A2dkZ3bt3x6JFi2BlZZWPWROjkZoKnD7Nj728crWpWGpqKk6nteXl5QWzXLR1/z7fo0cmAwYNAvz9c9wUMWC6Lum7dOkSmjZtir59+wIAPDw80KdPH1y9ejVf8yYFw7NnQI8egFTKZ4Do3I8YaP9IDMvnz58RFBQER0fHbGMZY/D19YVUKtVrDl++fMGAAQOwadMmODs7a32/RYsWYQ6VmCVqvH8PzJzJj+fPB4oVy3Aj9Y96U64cMGwYn00/fTpw8WLasnJCCCGCE/QvEs2+IQYvOZmXTwYAsThXbwiTk5PRIa0tsVic4zeE794BHTsCX74AzZsD69fTG6vCKH1J39SpU+XXZbekr0mTJtixYweuXbuGhg0b4tmzZzhx4gQGpK8XIiTNly+8ovPHj0DDhoolzzoxwP6RGKbevXurfF+nytixY7ONcXZ2hqmpKWJiYpSuj4mJQfHixbPEP336FFFRUejYsaP8OplMBgAwMzPDo0ePUKFChSz3mzp1Kvz8/OQ/x8XFoUyZMlo9D1L4zZwJfPoE1KwJDB+e6UbqH/Vqxgy+JeXly8CxY/x9MCGEEOEJuodixtk31apVw/r162FjY4MtW7aojM84+8bDwwPfffcd+vTpk+2eYoQUFsnJQNeuQGQkUL488Mcfud7rmxgoTUv6oqOjVd6nb9++mDt3Lr799luYm5ujQoUK8PT0xLRp09Q+TnJyMuLi4pQupHCTyfiMxPv3gRIl+Ib3NMmf5BWZTKb1YCLAZxOWL19eY4yFhQXq1auH0NBQpccJDQ1F48aNs8R/9dVXuHv3Lm7fvi2/dOrUCS1btsTt27fVDhJaWlrCwcFB6UIIANy+zZc7A7wQixGO8eWrEiV48TCADy6mfR9ACCFEYIINKOZkQ+0mTZrgxo0b8gHE9Nk37WnTJ2IEGONLPi5eBBwd+Te0OqzcIkYgPDwcCxcuxNq1a3Hz5k0cOHAAx48fxzwNGzstWrQIjo6O8gvNvin8AgKAw4cBS0s+mFiypNAZEaI7Pz8/bNq0Cdu2bUNERARGjRqF+Ph4+RYRAwcOlM/wtrKyQvXq1ZUuRYoUgb29PapXr250lXNJ7jDGC7EwxrefadFC6IyMw+TJgIMD8M8/vKo2IYQQ4Qn2fVpONtTu27cv3r9/j2+//RaMMaSmpmLkyJHZzr6hDbVJYbB4MfDbb4CpKbBvnw6VWEmBpOuSPgCYOXMmBgwYgKFDhwIAatSogfj4eAwfPhzTp0+HiUnW75BoSZ9x2buX7/UFAJs2AY0aCZsPMT7//vsvwsLC8PbtW/my43SzZs3Sup1evXrh3bt3mDVrFqKjo1G7dm2cOnVK/r7yxYsXKvs8QnJr61bgwgXA2hoIDBQ6G+Ph5ARMnMiXms+cCfz4Y64LaBNCCMmlAjVBP+Psm0aNGuHJkycYN24c5s2bh5npuyJnQhtqk8LgwAEgfdx81SqgbVth8yF5L+OSvi5pJbzTl/SNGTNG5X0SEhKyfIA2NTUFwIsdqGJpaQlLS0v9JU4M1q1bgI8PP/75Z77smZD8tGnTJowaNQrOzs4oXrw4RBk27hSJRDoNKALAmDFj1PaH4eHhGu8bEhKi02MRAgAxMYoCVnPmAPT9W/4aN46/D37yBNi2DUj7/pQQQohABBtQpNk3hGjn1i3FB//RowFfX2HzIfnHz88P3t7eqF+/Pho2bIigoKAsS/pKlSqFRYsWAQA6duyIFStWoE6dOvIvXWbOnImOHTvKBxaJcYqJATp3BhITgXbtgCVLhM6IGKP58+djwYIFmDx5stCpEJIj48bxQix16gATJgidjfGxt+dfsE+YwAd0+/enPYAJIURIgg0o0uwbQrL35g2vZJeQAHz3HRAUJHRGJD/puqRvxowZEIlEmDFjBl69egUXFxd07NgRCxYsEOopEAMgkQDduwP//QdUrgzs2sW3TiAkv3369Ak9evQQOg1CcuT4cWDPHsDEhG8ZQYVYhDFyJLB8OfDyJbB+PTB+vNAZEUKI8RL0TyHNviEGz8ICCA5WHOeqKQsEp7WlzQbwiYl8RtGrV8BXX/E3sfTm1fjosqTPzMwMAQEBCAgIyIfMSEHAGDBmDPDXX3wz+yNHgCJF9NS4gP0jKZh69OiBP//8EyNHjhQ6FUJ0IhYrVohMmADUq5fNHah/zDNWVry42LBhwMKFwJAhfOYiIYSQ/Cdi6qb25ZPg4GAEBgbKZ9+sWrUKjdJ2iff09ISHh4d8n5vU1FQsWLAAv/32W5bZN0W0/IQUFxcHR0dHxMbGwsHBIY+eFSG5wxjQpw8fRHRyAq5eBSpWFDqrwov6BQU6F4XLmjV8QFEk4pXh27cXOiNSEOWmX1i1apX8OD4+HitWrMAPP/yAGjVqwDxTRYWffvpJL/nmFeofjdf48cAvvwAeHsC9e4CtrdAZGbeUFODrr4F//wXmzQNmzBAuF+oXCCHGTPABxfxGnT4pCObMAWbP5jMSz5wBPD2Fzqhwo35Bgc5F4REWxgs4SaV8z8RJk4TOiBRUuekXypUrp1WcSCTCs2fPcpJevqH+0ThduwZ88w3/svfUKcDLS+iMCADs3s2/fHdwACIj+RfwQqB+gRBizGgBJSGaSKXAhQv8uFmzXG08JpVKcSGtrWbNmqldpr9nDx9MBIB162gwkRCiu8hIoEcP3oX16wdMnJgHDyJA/0gKnsjISKFTICTHUlL40lrGeF+q9WAi9Y95rmdPYNEi4J9/gKVLgcWLhc6IEEKMD81QJEST+HjAzo4fi8W5WuMSHx8Pu7S2xGIxbFW0df060Lw5kJQE+PnxTadJ3qN+QYHORcEnFgNNmgB37wL16wPnzwPW1nnwQPncPxLhUL/A0XkwPosXA1OnAsWKARERgIuLlnek/jFfHDvGixdaWwNPnwIlSuR/DtQvEEKMmUn2IYSQ/PDqFS/CkpTE9zlbulTojAghBY1MBgwcyAcT3dyAgwfzaDCRED06fPgwtm/fLnQahCh5+pRvQQMAK1boMJhI8s0PPwCNG/NChvPnC50NIYQYHxpQJMQAJCQAnToBb97wTaZ37crV6hhCiJGaO5cPIlpY8H9LlxY6I0KyN3nyZAwaNEjoNAhRMn48/5K3dWtgwAChsyGqiETAggX8eNMmvt0HIYSQ/EMDioQITCYDvL2BmzcBZ2fg6FG+wTQhhOjiwAHFbJr16/msDUIKgocPH0IqlQqdBiFyJ07w5bRmZkBwMB+4IoapZUugTRu+32X630BCCCH5gwYUCRHY7NnA/v2AuTmfUaRlQUyiR3fuCJ0BIblz9y5f6gwA48YBNNmLFCSfP39GcHCw0GkQAgBITub9KMBnKX71laDpEC2kz1L87Te+1yUhhJD8QQOKhAho1y5g3jx+vHEj8O23wuZjjN68AXr3FjoLQnLu/Xu+ZUJ8PF+at2yZ0BmRwiYpKW/aDQ0NRd++fVGiRAkEBATkzYMQoqOVK4EnT4DixYGZM4XOhmijYUOgSxe+6mfWLKGzIYQQ40EDioQI5No1xSyiiRMBHx9B0zFKSUlA167A69dCZ0JIzqSkAD16AFFRQPnywJ49fIkeIfry4gVQt67+2vvvv/8wd+5clCtXDt999x1EIhEOHjyI6Oho/T0IITn08qWiuMfSpbQFTUEybx5fmr5/P3DjhtDZEEKIcaCPHYRoYm6uKLdsbp7LpsyxNK2tmBhzdO7Ml9V07AgsWpTbRImuGAOGDAGuXgWKFAE+fxY6I0J0N2ECEB4O2NkBR44AxYrl44PnUf9onsu2iP4kJvIvXV69yl07KSkpOHToEDZv3owLFy6gXbt2CAwMRJ8+fTB9+nRUq1ZNPwkTkksTJ/LZ3k2aAP3756Ih6h/zXfXqQN++wM6dwIwZwMmTQmdECCGFn4gxxoROIj/FxcXB0dERsbGxcKCvHYkA4uOBZs2AW7eAGjWAixcBe3uhszI+ixYB06bx2VwHDsShUyfqFwDqIwuSTZuA4cP58aFDQOfOgqZDChnG+L6cO3YATk5x+Pgx5/2Cq6srvvrqK/Tv3x89evRA0aJFAfDBkTt37hSYAUXqHwu3c+cAT08+y+3GDaBOHaEzIrp68gSoWhVITQXOn+fvt/Ma9QuEEGNGS54JyUfpFZ1v3QJcXPiMIhpMzH+HDvHBRABYvRpo0ULQdAjR2V9/AaNH8+N582gwkejfL7/wwURTU2D79ty1lZqaCpFIBJFIBFNTU/0kSIgepaYCY8fy4xEjaDCxoKpYka8+Afj7POOaNkMIIfnPaJc8x8fHq3xTa2pqCisrK6U4dUxMTGBtbZ2j2ISEBKibHCoSiWBjY5Oj2MTERMhkMrV52Nra5ig2KSkJUqlUL7E2NjYQiUQAgOTkZKSmpuol1traGiYmfIxcIpEgJSUl97FSKawePOCvlbp1IZFKNbZrZWUlf12lpKRAIpFkaEqKMWNu448/ADOz2ti3zwYeHmYqYzOztLSEWdrGaKmpqUhOTlYba2FhIV8So0usVCpFkoad983NzWFhYaFzrEwmQ2Jiol5izczMYGlpCQBgjCEhIUHn2Lt3gX79eMyIEcCAAUB8fB5VHCAkD7x4AXTrptg/cfp0gRKRSoGbN/lx3bp85CnHTUlxM62tunXr0qCTwEJDAX9/frxiRe5n+bx+/Rp//PEHfv31V4wbNw7ff/89+vfvL//7TojQ1q/n7w+cnBR7KOYK9Y+CmTkTCAnhX7ydPg20ayd0RoQQUogxIxMbG8sAqL20b99eKd7GxkZtbIsWLZRinZ2d1cbWr19fKdbd3V1tbLVq1ZRiq1WrpjbW3d1dKbZ+/fpqY52dnZViW7RooTbWxsZGKbZ9+/Yaz1tG3bt31xgrFovlsd7e3hpj3759K4/19fXVGBsZGSmP9ff31xh77949eWxAQID688C/3OQXsZgtXbpUY7thYWHydoODgzXGHjt2TB67detWjbF79+6Vx+7du1dj7NatW+Wxx44d0xgbHBwsjw0LC9MYu3TpUnnstWvXNMYGBATIY+/du6cx1t/fXx4bGRmpMdbX11ce+/btW42x3t7e8lixWKwxtnPnzgwAi42NZcYuvY+kc2GY4uMZq1OHd0m1ajGWoTvNf2KxUv+Yu6YU/0fFgj4pEhnJWLFi/Nc6cCBjMpl++4UnT56w6dOns9KlSzORSMT69u3L/vzzT5aampr75PMY9Y+F09u3jBUpwl/za9fqqVHqHwXl58dPfd26vA/LS9QvEEKMGS15JoQQQgoAxoDBgxVbJhw+DGSYHE5IriUkAF26AB8+APXr81lb+p5EWKFCBcyfPx/Pnz/H8ePHkZycjA4dOsDNzU2/D0SIlmbO5IXZatdW7EtLCrYpU3ixsps3gQMHhM6GEEIKL6MtyvL69WuVG+fSkmfVsUa75Dk+HrbpH3LEYkjMzXVe8vzqFV8u9vZtPADeVkxMDJycnOTLmGnJc94ueZbJGPr3T8CuXYCjI6+KW6mSIjY+Ph5ubm60oTZoc3FDtnAhX95sZgacPZs/m81rFB/PP7EBgFicq9HN+Ph42KW1JRaLlf6mkPzBGK+Quns34OoK/P03UKYMvy2v+4V3797ht99+g5+fn97b1ifqHwufu3f5QKJMpuciHtQ/Ci4gAJg7F/jqK+DevVytOteI+gVCiDEz2j0UbW1ttfqDrMsfbV1iMw4C6jM246ClPmMzDrLqM9bS0lI+6KPPWAsLC/kglVCx5ubmkEjM0bs38PYt8PXXwP37/DZbW1v5AGF6bPrAXnbMzMyU7quvWFNTU61fw7rEmpiY5EmsSCTSOnbZMhF27bKFqSmwbx//8JCRpgFwQgzB0aPAjBn8eM0aAxhMJIXOsmV8MNHMjPeT6YOJ+cHFxcXgBxNJ4cMYMGECH0zs0YP61cLGzw8IDgYePuQFpry9hc6IEEIKH1ryTEgeyVzRed8+oTMyTkeP8qUvABAUBLRtK2g6hOjs/n0+c4wxwNeXluQR/fvzT+V+snlz/bXt5OSE9+/fax1ftmxZPH/+XH8JEKLGsWO8AJGFBbBkidDZEH1zdFT0a7NnAxoWAhFCCMkho52hSEhemz0b+OMP/kb14EGgbFmhMzI+d+8qBmJGjgRGjxY6I0J08/Ej0LkzXzHn6ckHewjRp6dPgd69+ZdggwfzQWt9+vz5M06ePAlHR0et4j98+ECzxkmek0gUlcz9/IBy5YTNh+SN0aN5pfqoKGDzZv33b4QQYuxoQJGQPLBrFzBvHj/euBFo2pRvp0Pyz7t3QKdOfCCmVStg1Sr9FxcgJC+lpgK9evEBHw8PPstZy50RCNFKfDzQtSvw6RPQsCFfTp8X/aQ3rTUkBmbtWuDxY75f6NSpQmdD8oqNDS+6M3o0f1/u48OvI4QQoh80oEiIJubmfFfn9GMtXL0KDBrEjydNUuzZYm5ujoC0trTdL5HkTHIy0K0b/0a6QgUaiCEFk78/8L//8b38jxwBnJ2FziiTHPSP6pui/jG/Mcb/Vt29C7i58UqoOmyBrDVNxd8IEcKHD8CcOfx4wQIgT+poUP9oMIYOBQID+XvC4GD+3pwQQoh+GG2VZ6rERfLCf//xWR7R0UDHjnypc15VlSOqMcbfPG7Zwj8kXLkCVK2q+T7ULyjQuTAMW7YAQ4bw4wMH+CwyQvRp8WI+M8vcHAgL4zPp1aF+gaPzUDiMHcsHlmrVAm7coPdpxmD7dv4Fv5MT8OwZ319RX6hfIIQYMyrKQoiexMfzvc6io4EaNYCdO+lNqhBWruSDMSYmwJ492Q8mEmJoLl7ke34CfBYNDSYSfTt1Cpg2jR+vXq15MJGQwuTBA2DdOn68ciW9TzMW/frx94MfP/I9FQkhhOgHDSgSoolMxkus3r/PjzWEDRyoqOh89Chgb585Rob79+/j/v37tAQsj5w4AUycyI+XLwfatRM2H0J09d9/fLl+SgrQvTswY4bQGWmgZf+oXVPUP+aXJ0+APn34bO5hw4ARI4TOiJD88/PPgFQKdOkCtGyZhw9E/aNBMTVV7G2+YgXfZ5sQQkju0YAiIZokJgLVq/NLYqLasIAAviwxvaKzu7uqphJRvXp1VK9eHYka2iI58+CBolLp0KHAuHFCZ0SIbhIS+Ifct2/5UryQED7T1mBp2T9q1xT1j/nhyxf+Gvv8GWjcmM9OLMjWrFkDDw8PWFlZoVGjRrh27Zra2AMHDqB+/fooUqQIbG1tUbt2bfz222/5mC0R2smTfHauuTnfUy9PUf9ocLp1A+rV48X6Fi8WOhtCCCkcDPmjCiEFwu+/A/Pn8+NNm2jpmBDev+d7Vn75AjRvnneVSgnJK4wBgwcDN2/yWc6HD/NiLIToC2O8wun9+0CJEsD+/YClpdBZ5dyePXvg5+eHgIAA3Lx5E7Vq1YKXlxfevn2rMt7JyQnTp0/H5cuX8c8//2DQoEEYNGgQTp8+nc+ZEyFIJICfHz/+6SegYkVh8yH5TyTiRXgA/j7x5Uth8yGEkMKABhQJyYUrV/ggAMCrxg0cKGw+xkgi4UtDnz0DypUD/viDzxQtLHSZgQMAnz9/xujRo1GiRAlYWlqicuXKOHHiRD5lS3Jq0SK+56eZGX8Nq5rlTEhuLFzIZ9Kbm/PXWMmS+Z9DixYtsH37dr3MslqxYgWGDRuGQYMGoVq1ali/fj1sbGywZcsWlfGenp7o2rUrqlatigoVKmDcuHGoWbMm/vrrr1znQgxfcDDw8CH/wsagt5Igeeq77/gXz8nJiskAhBBCcs5M6ATWrFmDwMBAREdHo1atWli9ejUaNmyoNv7z58+YPn06Dhw4gI8fP8Ld3R1BQUFo3759PmZNCPDiBV86lpzMi7EsWiR0RsaHMWDMGODcOb5n5dGjgLOz0FnpT/oMnPXr16NRo0YICgqCl5cXHj16BFdX1yzxEokEbdu2haurK/bv349SpUrh+fPnKFKkSP4nT7R25IjiA+6aNUCzZsLmQwqf48eBmTP58dq1fLmzEOrUqQN/f3+MHTsWPXv2xJAhQ/DNN9/o3I5EIsGNGzcwdepU+XUmJiZo06YNLl++nO39GWM4e/YsHj16hCVLlqiNS05ORnJysvznuLg4nXMlwouOBmbP5seLFgH0J9F4pc9SbNYM+PVXwN+/8MxWZYwhNTUVUqlU6FQIIQWcqakpzMzMINJiyZ+gA4r0YZkUVGIx0KkTEBMD1KwJ7Nhh4HudFVKrV/Nl5iIRsGsX8PXXQmekXxln4ADA+vXrcfz4cWzZsgVTpkzJEr9lyxZ8/PgRly5dgrm5OQDAw8MjP1MmOrp/n1efZAwYPRoYPlzojEhh8/gx0Lcvf42NHMn3mBVKUFAQli1bhiNHjmDbtm1o3rw5KlasiMGDB2PAgAFwc3PTqp33799DKpVmiXdzc8PDhw/V3i82NhalSpVCcnIyTE1NsXbtWrRt21Zt/KJFizBnzhztnhwxWFOn8i1R6tcH0v6cEiP27bfA99/zPTXnzAEKw1aqEokEb968QUJCgtCpEEIKCRsbG5QoUQIW2Sz9EzHGWD7llEWjRo3QoEEDBAcHA+BVzMqUKYOxY8eq/LC8fv16BAYG4uHDh/IPy7qKi4uDo6MjYmNj4eDgkKv8iRGIjwfs7PixWAzY2kImA378ETh0CHB1Ba5d0255Ynx8POzS2hKLxbClDdJy5fRpoH17XoQlMJB/y5xThtgvSCQS2NjYYP/+/ejSpYv8em9vb3z+/BmHDx/Ocp/27dvDyckJNjY2OHz4MFxcXNC3b19MnjwZpqamKh9H1QycMmXKGNS5KKw+fAAaNuTL9Vu25K/pHP5pE4aK/jHnTVH/mBfi4oBvvgEiIvj+vmfP5mxLiLzqI9++fYuNGzdiwYIFkEqlaN++PX766Se0atVK4/1ev36NUqVK4dKlS2icYbrlpEmTcO7cOVy9elXl/WQyGZ49ewaxWIzQ0FDMmzcPhw4dgqenp8p46h8LvqtX+f8BALh8WXGc56h/NGg3b/ICLSIR8M8/vHZOTgn9HlImk+Hff/+FqakpXFxcYGFhodWsIkIIUYUxBolEgnfv3kEqlaJSpUow0TBzSrAZijlZrnLkyBE0btwYo0eP1vrDMiH6NmMGH0y0sOD/0l5n+e/hQ6BXLz6Y6OMD/Pyz0BnpX05m4Dx79gxnz55Fv379cOLECTx58gS+vr5ISUlBQECAyvvQDBxhpKQAPXoo9v7ct6+ADSYSgyeT8X19IyKAUqV4ERZD2l/22rVr2Lp1K3bv3g1XV1f4+Pjg1atX6NChA3x9fbFs2TK193V2doapqSliYmKUro+JiUHx4sXV3s/ExAQV09Y31q5dGxEREVi0aJHaAUVLS0tYFuTKNUZOJgPGjuXH3t75OJhIDF7dunz/7f37+XYQBw8KnVHOSSQS+aQcGxsbodMhhBQC1tbWMDc3x/PnzyGRSGBlZaU2VrABxfz6sEz735BcMTdXTH0zN8dvvyn2Svz1V932oTI3N4d/Wls5nWFLgI8feUXn2Fg+42b9eqronE4mk8HV1RUbN26Eqakp6tWrh1evXiEwMFBtHzl16lT4pZe+hGIGDslbfn5AWBifwHLkCFCsmNAZ5UCm/jF3TVH/qG/z5/Nq4RYWvBiLhnG2fPP27Vv89ttv2Lp1K/7991907NgRu3btgpeXl3xGjY+PD9q1a6dxQNHCwgL16tVDaGiofAa3TCZDaGgoxowZo3U+MplM6T0iKVxCQoDr1/key4sX5/ODU/9o8ObO5X3joUN8tZGGLfwLBE0ziAghRFfa9imCF2XRRU4+LNPsG5IrFhZ8PS2AS5cUe09Nmwb0769rUxYITGuL5Ez6rK4nT/jM0AMHgMI6eSQnM3BKlCgBc3NzpRnbVatWRXR0NCQSico9MGgGTv7buJFXHBWJgJ07c7fUSlAZ+sfcN0X9oz4dOQKkvy1av95wPiiXLl0aFSpUwODBg+Hj4wMXF5csMTVr1kSDBg2ybcvPzw/e3t6oX78+GjZsiKCgIMTHx8v3nB04cCBKlSqFRWnfAi5atAj169dHhQoVkJycjBMnTuC3337DunXr9PskiUH4/BlI3z0pIECAAXXqHw1e1ap8FndICF999OefQmdECCEFj2BfZeT0w3LlypXVflhWZerUqYiNjZVf/vvvP/09CWI0IiN5RWeJBOjaFZg3T+iMjNO4cXwPMFtb/oFZRe2mQiPjDJx06TNwGquZGtu0aVM8efIEMplMft3jx4+12lCX5I/z53nxFYDPIOvUSdh8SOHz8KHiC6/Row2rCEVoaCgiIiIwceJElYOJAODg4ICwsLBs2+rVqxeWLVuGWbNmoXbt2rh9+zZOnTolX/ny4sULvHnzRh4fHx8PX19ffP3112jatCn++OMP7NixA0OFrFJD8sycOcC7d8BXXymWPROSWUAAn0B65gxfNUAKB5FIhEOHDmkVO3v2bNSuXVtjjKenJ8aPH5/rvPJTVFQURCIRbt++LXQquRIeHg6RSITPnz8LnQpRQ7ABxfz6sGxpaQkHBwelCyFak8kQ908Uhn8XhffvZKhbl1eDy8mqAplMhqioKERFRSm9hol21qwB1q3js7p+/51X1y7s/Pz8sGnTJmzbtg0REREYNWpUlhk4GfehHTVqFD5+/Ihx48bh8ePHOH78OBYuXIjR6SNYRFBRUbygU2oq3wM0w6+uYJLJ+JOKiuLHuWqK+kd9iI0FOnfmFW2bNwdWrhQ6I2UBAQEqPxTExcVlW4hFlTFjxuD58+dITk7G1atX0ahRI/lt4eHhCAkJkf88f/58/Pvvv0hMTMTHjx9x6dIl9OrVKydPgxi4Bw+A1av58S+/CLR3KPWPBYKHBzB8OD+ePh0QrlSp8Xn37h1GjRqFsmXLwtLSEsWLF4eXlxcuXrwoj9FlYDCjN2/e4Pvvv9dbrgcOHMA8A5hNEhISgiJFimgVW6ZMGbx58wbVC+wyGFJQCLrkWdflKqNGjUJwcDDGjRuHsWPH4t9//8XChQvx008/6f7g8fGAqkIupqZAxk0n4+PVt2FiAlhb5yw2IUH9Xy2RCMi4qa4usYmJmt+4ZKwMp0tsUhIgleon1sZGseldcjL/dK2PWGtrxUifRMLXx+YyNjU2Hg61yuEMgIrFxTiy3xy2SAHU/aqtrBSvq5QU3naaxPh4lCtXDgAgjomBrZMTYGamMjYLS0tFbGoqPxfqWFgo9uvRJVYq5b87dczNFe/KdYmVyfhrLRexoaHA1J8AC5hh7iJLPquLMf5/Qx0zM8V66OxiNT0XAfXq1Qvv3r3DrFmzEB0djdq1a2eZgZNxf4syZcrg9OnTmDBhAmrWrIlSpUph3LhxmDx5slBPgaQRi/lAz/v3fDP4LVsKwd6fiYm8ogyQ6yqmiYmJiv6RqpjmiEzGZyY+fgyULm2YhX7OnTunckVJUlISLly4IEBGpLBhDPjpJ/42pUsX4LvvBEqE+scCY/p0/jf58mXg+HGgQwehMzIOP/74IyQSCbZt24by5csjJiYGoaGh+PDhQ67b1lScKyecnJz02l5eS9/mSN/ngRCVmMBWr17NypYtyywsLFjDhg3ZlStX5Le1aNGCeXt7K8VfunSJNWrUiFlaWrLy5cuzBQsWsNTUVK0fLzY2lgFgsfw9R9ZL+/bKd7CxUR0HMNaihXKss7P62Pr1lWPd3dXHVqumHFutmvpYd3fl2Pr11cc6OyvHtmihPtbGRjm2fXv1sZlfRt27a44VixWx3t6aY9++VcT6+mqOjYxUxPr7a469d08RGxCgOTbtcusvMWNLl2qOCwtTtBscrHSbGGBIu4gBxo4dU8Ru3aq53b17FbF792qO3bpVEXvsmObY4GBFbFiY5tilSxWx165pjg0IUMTeu6c51t9fERsZqTH2TBVfJpOlxb59q7ndjH2HWKwxNrZzZwaAxcbGMmMn7yPpXOiNVMpY16785ebmxtiLF0JnpCcZ/19l7Ndz1JRY0T/msi1jNXMm/1VYWjJ2/bp+285tv3Dnzh12584dJhKJWFhYmPznO3fusJs3b7KFCxcy98zvZwwQ9Y+G7/ffFf8Pnj4VMBHqHwuUSZP4r6pWLf43WxdC9wuJiYnswYMHLDExUZDHz4lPnz4xACw8PFxtjLu7u/x1D0Dpb8TatWtZ+fLlmbm5OatcuTLbvn270n0BsIMHD8p//u+//1jv3r1Z0aJFmY2NDatXr558zCEgIIDVqlWLbd++nbm7uzMHBwfWq1cvFhcXJ79/ixYt2Lhx4+Q/f/z4kQ0YMIAVKVKEWVtbs3bt2rHHjx/Lb9+6dStzdHRkR48eZZUrV2bW1tbsxx9/ZPHx8SwkJIS5u7uzIkWKsLFjxyqNYyQlJbGff/6ZlSxZktnY2LCGDRuysLTPlmFhYUrnAwALSPu85e7uzubOncsGDBjA7O3tmbe3N4uMjGQA2K1bt+Tt37t3j/3www/M3t6e2dnZsW+//ZY9efJE7e/g7t27rF27dszW1pa5urqy/v37s3fv3imdl7Fjx7KJEyeyokWLMjc3N3lOjDHWp08f1rNnT6U2JRIJK1asGNu2bRtjjDGpVMoWLlzIPDw8mJWVFatZsybbt2+fPD79eX/69El+3f79+1m1atWYhYUFc3d3Z8uWLVN6jPTz0bt3b2ZjY8NKlizJgjN+5mX8NThkyBDm7OzM7O3tWcuWLdnt27fVngtjpG3fInhRljFjxqityBceHp7lusaNG+PKlSt5nBUhWdWuDeCS0FkYN0/PQjCrixiduXOBgwf5RNyDBwEqok307cABxd6+GzcC9esLm09mtWvXhkgkgkgkUrm02draGqvT16gSkkOfPgETJvDj6dOB8uWFzYcUHJMm8QJWd+7w2d0FfTcExjQvzMkrGReWaWJnZwc7OzscOnQI33zzjcrigNevX4erqyu2bt2Kdu3ayWsoHDx4EOPGjUNQUBDatGmDY8eOYdCgQShdujRatmyZpR2xWIwWLVqgVKlSOHLkCIoXL46bN28qbR/w9OlTHDp0CMeOHcOnT5/Qs2dPLF68GAsWLFCZv4+PD/79918cOXIEDg4OmDx5Mtq3b48HDx7IK7EnJCRg1apV2L17N758+YJu3bqha9euKFKkCE6cOIFnz57hxx9/RNOmTeXbb4wZMwYPHjzA7t27UbJkSRw8eBDt2rXD3bt30aRJEwQFBWHWrFl49OiR/DymS99TWF2h2levXqF58+bw9PTE2bNn4eDggIsXLyJVzeq/z58/o1WrVhg6dChWrlyJxMRETJ48GT179sTZs2flcdu2bYOfnx+uXr2Ky5cvw8fHB02bNkXbtm3Rr18/9OjRA2KxWJ7r6dOnkZCQgK5duwLgBdN27NiB9evXo1KlSjh//jz69+8PFxcXtGjRIkteN27cQM+ePTF79mz06tULly5dgq+vL4oVKwYfHx95XGBgIKZNm4Y5c+bg9OnTGDduHCpXroy2bdsCAHr06AFra2ucPHkSjo6O2LBhA1q3bo3Hjx8XuBmpgsunAU6DIf8W6fVr/o1h5kvmEVhVMemXhIScx8bHq4+Nj895bEKC5jxyGpuYqL9Y+RQzxlhSkv5iM36lmJycq9jTB8TMTiRmzohR/oY5u3YzzpaVSJRuE8fEKL5hjolhLCVFbWyWS8bYlBTNsRJJzmJTUzXHJifnLFYqzVFsymcx69BSzGwgZpVLiVn0UzF/DaSTyTS3q0NsbNrvhmadCP9Ne2Gzb5+iC9myRehs9Ewsphk4BuDePcbs7PivIcMECr3Kbb8QFRXFIiMjmUgkYtevX2dRUVHyy+vXr3VaaSIk6h8N24gR/P/BV18pvwUQBPWPBc7cufzXVbmy8tvu7AjdL6iaRZTx5ZefF11envv372dFixZlVlZWrEmTJmzq1Knszp07SjHINNOQMcaaNGnChg0bpnRdjx49WPsMqwwz3m/Dhg3M3t6effjwQWUeAQEBzMbGRmlG4sSJE1mjRo3kP2ecofj48WMGgF28eFF++/v375m1tTXbm7aibOvWrQyA0uy/ESNGMBsbG/blyxf5dV5eXmzEiBGMMcaeP3/OTE1N2atXr5Tya926NZs6daq8XUdHxyzPwd3dnXXp0kXpuswzFKdOncrKlSvHJBk/+2kwb9489t133yld999//zEA7NGjR/Lz8u233yrFNGjQgE2ePJkxxlhKSgpzdnZWmkHap08f1qtXL8YYn5FpY2PDLl26pNTGkCFDWJ8+fRhjWWco9u3bl7Vt21YpfuLEiaxahhWe7u7urF27dkoxvXr1Yt9//z1jjLELFy4wBwcHlpTpD0WFChXYhg0bsjkzxqPAzFAUjK2tdvuZ6LJPiS6xGfc91Gdsxn0a9RmbcV9JfcZaWir2udNnrIWF9rtwZ4q9exfo7g2IGdB/AIDfctiuubn6DaxsbRV7ImYXm5mZmfJ99RVraqr9a1iXWBOTHMVOGAscC+Mv/z3HALfMMw1EIu3bzS5W056fhOTQ7duAtzc/njDBsKrtksLh0ye+T5xYDLRsCQQGCp2Rau7u7gBABSVInrl8GdiwgR+vX6/920VC0o0fD6xaxfeh3bYNGDJE6IwKtx9//BE//PADLly4gCtXruDkyZNYunQpNm/erDTTLLOIiAgMT6+kk6Zp06b45ZdfVMbfvn0bderU0TjrzMPDA/b29vKfS5Qogbdv36p9fDMzM6UiYMWKFUOVKlUQEREhv87GxgYVKlSQ/+zm5gYPDw+lWYVubm7yx7l79y6kUikqV66s9HjJyckoVqyY2tzT1c9macLt27fRrFkz+QzK7Ny5cwdhYWFK+aZ7+vSpPM+amapkZjx3ZmZm6NmzJ3bu3IkBAwYgPj4ehw8fxu7duwEAT548QUJCgnzWYDqJRII6deqozCsiIgKdO3dWuq5p06YICgqCVCqVz2TNXOS3cePGCAoKkj83sVic5bwmJibi6dOnas8JUc14BxQJUeH5c6BdO14h09OTVwdUGlAk+WL9eiA4mB/v2JG23JyQAuTtW16EJSGBFwVYulTojEhhI5UC/foBT54A7u7Anj2GV4QFAI4cOYLvv/8e5ubmOHLkiMbYTp065VNWpDBJSVFU6h00CFCxSo6QbNnbA1OnAj//DMyZw4tcFdSBaRsb/kWTEI+rCysrK7Rt2xZt27bFzJkzMXToUAQEBGgcUNSVtRYTaDIPsolEolx/AaaqTU2PIxaLYWpqihs3bsgHxdKpGtTLLLtiTdqch4zEYjE6duyIJUuWZLmtRIkS8uPszl2/fv3QokULvH37FmfOnIG1tTXatWsnfwwAOH78OEqVKqXUjqpl8PoiFotRokQJldvraVtFmyjQgCIhad6/B7y8gNevga+/5ntSaTsZkejP2bNA+raqCxYAaVtsEFJgSCTAjz8CL14AlSsDu3drP1GYEG3NnAmcPMkXGxw8CLi4CJ2Ral26dEF0dDRcXV3RpUsXtXEikQhSmi1OcmDlSuDePaBYMfryhuTOqFHAihXAf//xGa8//SR0RjmjyyIeQ1KtWjUcOnRI/rO5uXmWvwtVq1bFxYsX4Z2+BATAxYsXUa1aNZVt1qxZE5s3b8bHjx/1sjde1apVkZqaiqtXr6JJkyYAgA8fPuDRo0dqc9BGnTp1IJVK8fbtWzRr1kxljIWFRY7/TtasWRPbtm1DSkqKVrMU69atiz/++AMeHh4wy8Wb2CZNmqBMmTLYs2cPTp48iR49esgfv1q1arC0tMSLFy9U7peoSvrvP6OLFy+icuXKSgOxmWtuXLlyBVWrVpU/t+joaJiZmcHDwyPHz41w9BGHEADx8UCHDsCjR7xgwqlTQNGiAJLNAF9fHpTLEQEzMzP4prWVm465MHvyBOjeXTHzZupUoTMiRDeMAaNHA3/9BTg6AkeOpPUlhZEZ9Y9C2bcPWLSIH2/eDKhZGWQQMs5UoCXPRN8iI4HZs/nx8uWAs7Og6ShQ/1ggWVvzL2tGjuRfag8ZUjAH5gzdhw8f0KNHDwwePBg1a9aEvb09/v77byxdulRpOauHhwdCQ0PRtGlTWFpaomjRopg4cSJ69uyJOnXqoE2bNjh69CgOHDiA//3vfyofq0+fPli4cCG6dOmCRYsWoUSJErh16xZKliyZZVmsNipVqoTOnTtj2LBh2LBhA+zt7TFlyhSUKlUqy1JcXVSuXBn9+vXDwIEDsXz5ctSpUwfv3r1DaGgoatasiR9++AEeHh4Qi8UIDQ1FrVq1YGNjAxstp4WOGTMGq1evRu/evTF16lQ4OjriypUraNiwIapUqZIlfvTo0di0aRP69OmDSZMmwcnJCU+ePMHu3buxefPmLLMoNenbty/Wr1+Px48fIywsTH69vb09/P39MWHCBMhkMnz77beIjY3FxYsX4eDgoDRonO7nn39GgwYNMG/ePPTq1QuXL19GcHAw1q5dqxR38eJFLF26FF26dMGZM2ewb98+HD9+HADQpk0bNG7cGF26dMHSpUtRuXJlvH79GsePH0fXrl2zXT5OMsmnPR0NhtAb5xLDI5Ew1r4930zYyYmxBw+Ezsg4ffrEN1IHGGvYMGt9pLxE/YICnYvcWbWKv4ZNTBg7cULobEhh9M8/jNnY8NfZzz/nz2NSv8DReTAsMpni/Zunp3IdP0JySiJhrHx5/rpauDD7eKH7BW0LJxiSpKQkNmXKFFa3bl3m6OjIbGxsWJUqVdiMGTNYQoZCpkeOHGEVK1ZkZmZmzN3dXX792rVrWfny5Zm5uTmrXLmyUtEPxrIWc4mKimI//vgjc3BwYDY2Nqx+/frs6tWrjDFelKVWrVpK91+5cqXS42UsysIYYx8/fmQDBgxgjo6OzNramnl5ebHHjx/Lb1dVPEXV43h7e7POnTvLf5ZIJGzWrFnMw8ODmZubsxIlSrCuXbuyf/75Rx4zcuRIVqxYMQaABQQEMMZ4EZKVK1cqtZ25KAtjjN25c4d99913zMbGhtnb27NmzZqxp0+fMnUeP37MunbtyooUKcKsra3ZV199xcaPH89kaZ1t5vPCGGOdO3dm3t7eStc9ePCAAWDu7u7y+6aTyWQsKCiIValShZmbmzMXFxfm5eXFzp07xxjLWpSFMV7Qp1q1aszc3JyVLVuWBQYGKrXp7u7O5syZw3r06MFsbGxY8eLF2S+//KIUExcXx8aOHctKlizJzM3NWZkyZVi/fv3Yixcv1J4PY6Nt3yJijDGBxjIFERcXB0dHR8TGxsLBwUHodIjAGOP77Wzbxr+VDA0FcvBlFcml1FQ+Q/T0aaB0aeDaNSDD9hx5jvoFBToXOfe///E9WKVSXhzD31/ojEhh8/Ej0KAB8OwZ0KYNX/KcHxOW9NUv/PTTT6hYsSJ+yrSOMDg4GE+ePJFvmG6oqH80LPv2AT178u1p7twBvvpK6IxIYbFjBzBgAFCkCJ8Fq2lbNaH7haSkJERGRqJcuXKw0qUwJiGFlIeHB8aPH4/x48cLnUqBpm3fYpKPORFicKZO5YOJpqbA3r0qBhMZA96945dcjr0zxvDu3Tu8e/cORjaOny1/fz6YaG0NHD6cv4OJhOjDkyf8g61UCgwcyDd1L/Sof8xXqalA7958MLFcuYK5N+cff/yBpk2bZrm+SZMm2L9/vwAZkYIqNhYYN44fT5ligIOJ1D8WaH368P3UP38Gli0TOhtCCDFcNKBIjNaKFUB64apNm/gMuSwSEgBXV35JSMjV4yUkJMDV1RWurq5IyGVbhcmmTWnVtAH89htQt66w+RCiq7g4oFMn4NMnoFEjvpG7SCR0VvmA+sd8NW0acOYMr6J58CAvQFHQfPjwAY6Ojlmud3BwwPv37wXIiBRU/v7AmzdApUoGut8y9Y8FmqkpMH8+Pw4KAmJiBE2HEEIMFg0oEqMUHKyYQbRwIV/2TPJfeLhiz/J583hlXEIKEqkU6NsXiIgASpbkAz204ojo2+7dfBk9AGzdCtSqJWw+OVWxYkWcOnUqy/UnT55E+fLlBciIFERnzvBiRAD/l/pckhc6d+ZbTMTHK4pgEUIMX1RUFC13zkc6DyhmrMyT2YYNG3KVDCH5Yf16YOxYfjx1Kl8qQ/Lfkyd8ADE1lS8tmT5d6Iz0w9vbG+fPnxc6DZJPZswAjh/nH2gPHaLl+kT/bt8GBg/mx5Mm8aX1BZWfnx8mTZqEgIAAnDt3DufOncOsWbMwZcoUTJgwQej0SAHw5QswdCg/HjMGaN5c2HxI4SUS8UrPALBuHfDihbD5EEKIIdJ5QLFdu3aYOHEiUlJS5Ne9f/8eHTt2xBQamSEGbvNmYNQofjxxIn+jYBRLEw1MbCxfIvrxI9CwIfDrr4Xn9xAbG4s2bdqgUqVKWLhwIV69eiV0SiSP/P47sHgxP/71Vz6TgRB9ev8e6NoVSEwEvLz4jPqCbPDgwVi+fDl+/fVXtGzZEi1btsSOHTuwbt06DBs2TOj0SAEwaRIf2ClXjmaNkbzXpg3g6QlIJHwlDSGEEGU5mqF48OBBNGjQAA8ePMDx48dRvXp1xMXF4fbt23mQIiH6sXUrMHw4P54wge+fWFgGsQqS1FSgVy++RLR0aT6ry9pa6Kz059ChQ3j16hVGjRqFPXv2wMPDA99//z3279+v9EUMKdiuXweGDOHHU6bwZc+E6FN6XxkVBVSowAewTU2Fzir3Ro0ahZcvXyImJgZxcXF49uwZBg4cKHRapAA4e5avMgH4lzh2dsLmQwq/jLMUt24F/v1X2HwIIcTQ6Dyg2KRJE9y+fRvVq1dH3bp10bVrV0yYMAHh4eFwd3fPixwJybXffuMf/hnjy52XL6fBRKGkV3S2sQGOHCmcS0RdXFzg5+eHO3fu4OrVq6hYsSIGDBiAkiVLYsKECfiX3pEWaG/eAF26AElJvJhT+sbthOjT5Ml8AMXWln/x4uQkdEb65eLiAjsaESJaEosVS51HjgRathQ2H2I8mjQBfviB75k8a5bQ2RBCiGHJUVGWx48f4++//0bp0qVhZmaGR48eUdUxYrB+/x3w8eGDiaNG8YrCNJgojMwVnevUETafvPbmzRucOXMGZ86cgampKdq3b4+7d++iWrVqWLlypdDpkRxISuJLUF+/BqpWBXbuLByzxohh2bkTWLGCH2/bBlSvLmw++rR//3707NkT33zzDerWrat0IUSdadOAyEigbFlg6VKhsyHGJv2Lw927gTt3hM2FEEIMic4DiosXL0bjxo3Rtm1b3Lt3D9euXcOtW7dQs2ZNXL58OS9yJCTHjh4FBg4EZDK+3Dk4WMfBRDMzwNubX8zMcpWLmZkZvL294e3tDbNctlUQZa7o3K2boOnkmZSUFPzxxx/o0KED3N3dsW/fPowfPx6vX7/Gtm3b8L///Q979+7F3LlzhU6V6Igx3o9cvQoULcpn2Do4CJ2VgKh/zBM3bypmYk2bxotXFRarVq3CoEGD4Obmhlu3bqFhw4YoVqwYnj17hu+//17o9IiBOn8eWL2aH2/eDNjbC5uPVqh/LFRq11YUxJo5U9BUCCHEsDAdFS9enJ04cULpOolEwvz9/ZmFhYWuzeW72NhYBoDFxsYKnQrJY+fPM2ZlxRjA2MCBjEmlQmdkvJ48YczJif8u+vRhTCYTOiNl+uwXihUrxooWLcp8fX3ZrVu3VMZ8+vSJeXh45Pqx8gL1keotW8Zfw6amjP3vf0JnQwqjt28ZK1uWv87at2csNVXojDh99QtVqlRhv//+O2OMMTs7O/b06VPGGGMzZ85ko0ePznWeeY36x/wXH89YhQr8/8TQoUJnQ4zZw4eMmZjw1+Lly4rrhe4XEhMT2YMHD1hiYqIgjy+0rVu3MkdHR721FxkZyQCofQ+f3+1oIyAggLm6ujIA7ODBg3n+eEIKCwtjANinT5+0vk+LFi3YuHHjNMa4u7uzlStX5jivzL9vbfPM7nHz83WUmbZ9i84zFO/evZvlW2Rzc3MEBgbizz//zM3YJiF6c+cO39ssKQno2JF/o22SowX+JLdiY/nv4ONHXgW3MFV0VmXlypV4/fo11qxZg9q1a6uMKVKkCCIjI/M3MZIrJ0/y6qIAsHIl0Lq1sPmQwiclhc+AefECqFSpcC6nf/HiBZo0aQIAsLa2xpcvXwAAAwYMwK5du4RMjRioadOAp095Ebdly4TOhhizKlX4FkoAMH26oKkUGtHR0Rg7dizKly8PS0tLlClTBh07dkRoaKjQqenEx8cHXbp0UbquTJkyePPmDarn8Z4lERERmDNnDjZs2IA3b97QbH8D0aRJE7x58waOjo4AgJCQEBQpUkTndvLrdZQbOg+xODs7q72tRYsWuUqGEH14+hTw8gLi4oBmzYA9ewBz8xw2xhgQH88vjOUqL8YY4uPjER8fD5bLtgqK1FSgd29e0blUKeDw4cJV0VmVAQMGwMrKSug0iB49fMhfxzIZX4o6ZozQGRkI6h/1auJEvjWEnR0vwpKD950Gr3jx4vj48SMAoGzZsrhy5QoAIDIy0mh/70S9sDDFvsubNgFpn8sKBuofC6VZswALC14wq4CNeRmcqKgo1KtXD2fPnkVgYCDu3r2LU6dOoWXLlhg9erTQ6eWaqakpihcvnufbFDx9+hQA0LlzZxQvXhyWlpZZYiQSSZ7mQLKysLBA8eLFIcrlLJr8eh3lBs3ZIoXKmzdA27ZATAxQqxbf4yxXA1gJCfzTnZ0dP85VUwmws7ODnZ2d0RQxmjgROHWK/w4Ka0VnUrh9+gR07sy/oPj2W2DNmsI9w1Yn1D/qzbZtygWrqlUTNp+80qpVKxw5cgQAMGjQIEyYMAFt27ZFr1690LVrV4GzI4YkLg4YNIgfDx8OtGsnbD46o/6xUHJ3B0aM4MfTp+d6rNio+fr6QiQS4dq1a/jxxx9RuXJlfP311/Dz85N/2QQAK1asQI0aNWBra4syZcrA19cXYrFYY9tHjx5FgwYNYGVlBWdnZ6W/LyKRCIcOHVKKL1KkCEJCQlS2JZVKMWTIEJQrVw7W1taoUqUKfkn/gw1g9uzZ2LZtGw4fPgyRSASRSITw8HBERUVBJBLh9u3b8thz586hYcOGsLS0RIkSJTBlyhSkpqbKb/f09MRPP/2ESZMmwcnJCcWLF8fs2bPVPs/Zs2ejY8eOAAATExP54FX6jMkFCxagZMmSqFKlCgC+0rRVq1awtrZGsWLFMHz4cKVzmX6/hQsXws3NDUWKFMHcuXORmpqKiRMnwsnJCaVLl8bWrVs1nn+ZTIalS5eiYsWKsLS0RNmyZbFgwQIA/H3AmEzfzL979w4WFhbymanJycmYPHkyypQpA0tLS1SsWBG//vqrysf68OED+vTpg1KlSsHGxgY1atRQueIhNTUVY8aMgaOjI5ydnTFz5kyNX9B8/vwZQ4cOhYuLCxwcHNCqVSvc0aEiU3h4OEQiET5//ozw8HAMGjQIsbGx8tdIxt9rQkICBg8eDHt7e5QtWxYbN26U35b5daRqpuOhQ4eUBi5nz56N2rVrY8uWLShbtizs7Ozg6+sLqVSKpUuXonjx4nB1dZX/TnLLcIc6CdHRp098ZmJkJFChAh/IKowzPAqKTZuAoCB+vH07QAU8SUGTmgr06QM8fgyUKQP88QefmUCIPl2/rviAOmsWkGnVVKGyceNGyGQyAMDo0aNRrFgxXLp0CZ06dcKI9JNACIAJE4Dnz4Fy5WipMzEs06bx7XuuXuXFHz09hc5Ivfj4eLW3mZqaKq2o0RRrYmIC6wwzNFTF2traap3Xx48fcerUKSxYsEDl/TIOmJiYmGDVqlUoV64cnj17Bl9fX0yaNAlr165V2fbx48fRtWtXTJ8+Hdu3b4dEIsGJEye0zi0zmUyG0qVLY9++ffK/WcOHD0eJEiXQs2dP+Pv7IyIiAnFxcfKBNicnJ7x+/VqpnVevXqF9+/bw8fHB9u3b8fDhQwwbNgxWVlZKg0vbtm2Dn58frl69isuXL8PHxwdNmzZF27Zts+Tm7+8PDw8PDBo0CG/evFG6LTQ0FA4ODjhz5gwA/jvz8vJC48aNcf36dbx9+xZDhw7FmDFjlAZTz549i9KlS+P8+fO4ePEihgwZgkuXLqF58+a4evUq9uzZgxEjRqBt27YoXbq0ynM2depUbNq0CStXrsS3336LN2/e4OHDhwAgf8zly5fLZ1Pu2LEDpUqVQqtWrQAAAwcOxOXLl7Fq1SrUqlULkZGReP/+vcrHSkpKQr169TB58mQ4ODjg+PHjGDBgACpUqICGDRsqndchQ4bg2rVr+PvvvzF8+HCULVsWw4YNU9lujx49YG1tjZMnT8LR0REbNmxA69at8fjxYzg5Oam8jzpNmjRBUFAQZs2ahUePHgEA7Ozs5LcvX74c8+bNw7Rp07B//36MGjUKLVq0kA8E58TTp09x8uRJnDp1Ck+fPkX37t3x7NkzVK5cGefOncOlS5cwePBgtGnTBo0aNcrx4wDQvShLQSf0xrkkbyQkMNa0Kd8ouXhxxtL2ec89sZg3CvDjXDUlZgAYACbOZVuGLjycMTMzftrmzBE6m+xRv6BA50LBz4+/hm1sGLt5U+hsDBD1j7kWHc1Y6dL8FHbsaLjFw6hf4Og85I8jR/j/CZGIF9grkKh/LNSmTuW/2urVGfv0yXCLsqS/blRd2rdvrxRrY2OjNrZFixZKsc7OzllidHH16lUGgB04cEDn57tv3z5WrFgx+c+Zi7I0btyY9evXT+39oaJwiaOjI9u6dStjTLsiGKNHj2Y//vij/Gdvb2/WuXNnpZjM7UybNo1VqVKFyTJUplyzZg2zs7Nj0rQ//i1atGDffvutUjsNGjRgkydPVpvLwYMHs5x/b29v5ubmxpKTk+XXbdy4kRUtWlSpDzl+/DgzMTFh0dHR8vu5u7vL82GMF1Nr1qyZ/OfU1FRma2vLdu3apTKfuLg4ZmlpyTZt2qTy9sTERFa0aFG2Z88e+XU1a9Zks2fPZowx9ujRIwaAnTlzRuX9tSl28sMPP7Cff/5Z/nOLFi1Y1apVlc795MmTWdWqVeU/ZyyOcuHCBebg4MCSkpKU2q1QoQLbsGGDysfMriiLuuJB7u7urH///vKfZTIZc3V1ZevWrVPZrqp2Mr8GAgICmI2NDYuLi5Nf5+XlxTw8PLL8bhctWqTy+TCmfVEWmqFICjyplM8iuniRz0g8fRooX17orIzX06dAt258dlevXsDMmUJnRIjuQkKAFSsUx3XqCJkNKYwkEqB7d+DlS77Z/44dxlE87NOnT/j1118REREBAKhWrRoGDRqk8zf+pHB6/x5InzDi58f3wibE0EycCKxdC9y7B+zfL3Q2BQ/TYa34//73PyxatAgPHz5EXFwcUlNTkZSUhISEBNjY2GSJv337ttpZZzm1Zs0abNmyBS9evEBiYiIkEonawovqREREoHHjxkpLU5s2bQqxWIyXL1+ibNmyAICaNWsq3a9EiRJ4+/atzjnXqFEDFhmW1URERKBWrVpKM0KbNm0KmUyGR48ewc3NDQDw9ddfwyTDmxE3NzelgiCmpqYoVqyY2pwiIiKQnJyM1mqqF1pZWWHAgAHYsmULevbsiZs3b+LevXvy7VBu374NU1NTrWtzSKVSLFy4EHv37sWrV68gkUiQnJyc5bXxzTffKJ37xo0bY/ny5ZBKpTDNVAHvzp07EIvFKFasmNL1iYmJ8j0r9Snj71wkEqF48eI5+p1n5OHhAXt7e/nPbm5uMDU1zfK7ze3jALTkmRRwjAFjx/JiH5aWfJ++TP0wyUcZKzrXrw9s3Ur7zZGC5/Jl5SWoPXoImw8pnCZMAP76C3Bw4H/DHByEzijvnT9/Hp06dYKDgwPq168PAFi1ahXmzp2Lo0ePonnz5gJnSITEGODry/fBrlYNmD9f6IwIUa1oUT6oOGMGsGiR0Nmop2mvwcyDKJoGFkwyfdsVFRWVq7wqVaoEkUgkXwarTlRUFDp06IBRo0ZhwYIFcHJywl9//YUhQ4ZAIpGoHFC0zmbzfJFIlGVAMyUlRW387t274e/vj+XLl6Nx48awt7dHYGAgrl69qvFxcso8UyVRkUgk3ypEF7osQc/u8XXJKbvzD/Blz7Vr18bLly+xdetWtGrVCu7u7lrfP6PAwED88ssvCAoKku+1OX78+FwVohGLxShRogTCw8Oz3JaTSs3Z0eX8mpiYaPX6ze3vURdG8F04KcwWLwbWreODVjt30jfZQkqfKRoRAZQsaRwVnUnh8/Il0LUrnz3WtSsQECB0RqQw+vVXPrsl/W9XLrbJKVBGjx6Nnj17IjIyEgcOHMCBAwfw7Nkz9O7dO0dVPdesWQMPDw9YWVmhUaNGuHbtmtrYTZs2oVmzZihatCiKFi2KNm3aaIwn+W/3bmDfPsDMjO+9nGF7N0IMzrhxgIsL8OyZ0JmoZ2trq/Zilek/mKbYzIM8qmJ04eTkBC8vL6xZs0blfoyfP38GANy4cQMymQzLly/HN998g8qVK2fZmzCzmjVryot7qOLi4qK03+C///6rsdjRxYsX0aRJE/j6+qJOnTqoWLFilllqFhYWkEqlGvOqWrUqLl++rDQYdPHiRdjb26vdi1Cfqlatijt37iid74sXL8LExCRXe/VlVqlSJVhbW2v8HdSoUQP169fHpk2b8Pvvv2Pw4MFKt8lkMpw7d06rx7t48SI6d+6M/v37o1atWihfvjweP36cJS7zAPCVK1dQqVKlLAPrAFC3bl1ER0fDzMwMFStWVLo4OztrlVdm2rxGtOHi4oIvX74o/R4zFv4RAg0okgJr+3a+MTLAq2P++KOw+Ri7iROBkyf5IOLhw3xQkZCCJDGRF8SIiQFq1OB9jDEsQSX56+xZYNQofjxnDtChg7D55KcnT57g559/VnoDb2pqCj8/Pzx58kSntvbs2QM/Pz8EBATg5s2bqFWrFry8vNTOsgkPD0efPn0QFhaGy5cvo0yZMvjuu+/w6tWrXD0noh+vXwPpY8ozZgD16gmbDyHZsbPjlZ5JzqxZswZSqRQNGzbEH3/8gX///RcRERFYtWoVGjduDACoWLEiUlJSsHr1ajx79gy//fYb1q9fr7HdgIAA7Nq1CwEBAYiIiMDdu3exZMkS+e2tWrVCcHAwbt26hb///hsjR47MMnMro0qVKuHvv//G6dOn8fjxY8ycORPXr19XivHw8MA///yDR48e4f379ypnjPn6+uK///7D2LFj8fDhQxw+fBgBAQHw8/PLMgM0L/Tr1w9WVlbw9vbGvXv3EBYWhrFjx2LAgAHy5c76YGVlhcmTJ2PSpEnYvn07nj59iitXrmSp0jx06FAsXrwYjDGlKtweHh7w9vbG4MGDcejQIURGRiI8PBx79+5V+XiVKlXCmTNncOnSJURERGDEiBGIiYnJEvfixQv4+fnh0aNH2LVrF1avXo1x48apbLNNmzZo3LgxunTpgj///BNRUVG4dOkSpk+fjr///jtH58XDwwNisRihoaF4//69xkFsTRo1agQbGxtMmzYNT58+xe+//662Qnl+oY9KpED6809gyBB+PGkSX/acJ0xN+SZX3bvz41w1ZYru3buje/fuKr8NKch+/RVYuZIfh4Tw5c5EP3SZgZPR7t27IRKJ0KUwl4zVI8Z4n3LjBlCsGB8Uz1CAjahC/aPO7tzhg9YpKXwpvbF9GK1bt65878SM0vd20sWKFSswbNgwDBo0CNWqVcP69ethY2ODLVu2qIzfuXMnfH19Ubt2bXz11VfYvHkzZDKZxlkUJH8wBgwdCnz6xAcS078sLtCofzQKI0bQF+g5Vb58edy8eRMtW7bEzz//jOrVq6Nt27YIDQ3FunXrAAC1atXCihUrsGTJElSvXh07d+7EomzWmHt6emLfvn04cuQIateujVatWim9d16+fDnKlCmDZs2aoW/fvvD391e5dDrdiBEj0K1bN/Tq1QuNGjXChw8f4OvrqxQzbNgwVKlSBfXr14eLiwsuXryYpZ1SpUrhxIkTuHbtGmrVqoWRI0diyJAhmDFjhi6nLcdsbGxw+vRpfPz4EQ0aNED37t3RunVrBAcH6/2xZs6ciZ9//hmzZs1C1apV0atXryxf9vXp0wdmZmbo06dPltmy69atQ/fu3eHr64uvvvoKw4YNU1uFfMaMGahbty68vLzg6emJ4sWLq/zsM3DgQCQmJqJhw4YYPXo0xo0bh+HDh6tsUyQS4cSJE2jevDkGDRqEypUro3fv3nj+/HmOB1+bNGmCkSNHolevXnBxccHSpUtz1I6TkxN27NiBEydOoEaNGti1a5dSlXBBaCzZkk+Cg4OZu7s7s7S0ZA0bNmRXr17V6n67du1iALJUVdKEKvQVfDduMGZnx6ur9etnuFUxjcW5c4yZm/PfR0CA0NnkjKH2C7t372YWFhZsy5Yt7P79+2zYsGGsSJEiLCYmRuP9IiMjWalSpVizZs106h8ZM9xzkdcWLeKvYTMzxsLChM6GFEZRUYyVKMFfZy1aMJZN0TyDoq9+Yffu3axs2bIsMDCQXbhwgV24cIEFBgYyDw8Ptnv3bnbnzh35RZPk5GRmamqapVLnwIEDWadOnbTKJS4ujllZWbGjR49qnb+x9o95beNG/v/C0pKx+/eFzoYQ3Vy5YrhVngkxVJGRkczExITduHFD6FSIGgWmynP6kpX169ejUaNGCAoKgpeXFx49egRXV1e194uKioK/vz+a0aZ5RiUyEmjfHhCLgdatgS1baEmikCIjeUXn9Nk2s2YJnVHhknEGDgCsX78ex48fx5YtWzBlyhSV95FKpejXrx/mzJmDCxcuyPehIeodPaqYEbN6NeDpKWg6pBD68AFo1w548waoXh04dMg494fr06cPAGDSpEkqb0vfLF8kEmnca+j9+/eQSqVZZgq4ubllu8l/usmTJ6NkyZJo06aN2pjk5GQkJyfLf46Li9OqbaK9yEhezRkAFi7kxVgIKUiqVhU6A0IKjpSUFHz48AEzZszAN998g7p16wqdEsklwQcU6QMz0VZMDNC2Lf+3Vi3gwAHAwkLorIxXXByv6PzhA1+iFBJCg7v6JJFIcOPGDUydOlV+nYmJCdq0aYPLly+rvd/cuXPh6uqKIUOG4MKFC9k+jrF/YL5/H+jbly+5GzmSXwjRp8REoFMn4OFDoHRpvtdsHhQJLBAiIyOFTgEAsHjxYuzevRvh4eFZllpltGjRIsyZMycfMzMuMhng48O/JG7WjBe5IIQQUnhdvHgRLVu2ROXKlbF//36h0yF6IOiAYn58YDb2D8uFRWwsn93x9Cng4QGcOAE4OOTDA8fHKzZSE4sBHauYKTcVD7u0tsRisc4V0QxJekXn+/eBEiX4bBsN24+QHMjJDJy//voLv/76q07Vvoz5A/OHD3ygRyzmsxJXrRI6owKG+sdspfeVly7xQcRTp/igorFyd3fXSzvOzs4wNTXNsvF6TEwMihcvrvG+y5Ytw+LFi/G///0PNWvW1Bg7depU+KVPnwN/D1mmTJmcJ06UBAUB58/zriMkJNdbDRoW6h8JISQLT09PpUrXpOATdEAxPz4wG/OH5cIiKQno3Bm4fRtwdQXOnKENkIU2eTIf1LWy4sUrjPkDsqH48uULBgwYgE2bNsHZ2Vnr+xnrB+aUFKBnT+DZM/4lxb59gIYif4ToTCYDxozhfaSlJXDkCPD110JnZRgePHiAFy9eQCKRKF3fqVMnre5vYWGBevXqITQ0VL75enqBlTFjxqi939KlS7FgwQKcPn0a9bWoHmZpaQlLS0utciK6efBAsdXEihVA+fLC5kMIIYQQ3Qm+5FkXOfnAbKwflguL1FSgd2/g3Dk+I/HUKaBiRaGzMm5btwLLlyuOGzQQNp/CStcZOE+fPkVUVBQ6duwov04mkwEAzMzM8OjRI1SoUCHL/Yz1A7OfH3D2LJ80cuQIoMMYLCHZunsXGDUKuHgREImA33/nSzqN3bNnz9C1a1fcvXtXvl8iwCsqAtC4b2Jmfn5+8Pb2Rv369dGwYUMEBQUhPj5evoXOwIEDUapUKXlF0CVLlmDWrFn4/fff4eHhgejoaACAnZ2dfPYXyR8pKYC3N5CczFefDBsmdEaEEEIIyQlBBxTz4wOzsX5YLgwYA0aMUJ7dUaeO0FkZtwsX+O8EAGbO5IO9JG/oOgPnq6++wt27d5WumzFjBr58+YJffvmFvkjJYONGIDiYH+/YAdSoIWw+pPCIjwfmzAFWruRfiNnaAmvW8OJVBBg3bhzKlSuH0NBQlCtXDteuXcOHDx/w888/Y9myZTq11atXL7x79w6zZs1CdHQ0ateujVOnTslXvbx48QImGTb2XbduHSQSCbp3767UTkBAAGbPnp3r50a0t2gR8PfffBuAzZv5oDshhBBCCh5BBxTpAzPRZMoURRXn3buBFi2Ezsi4Zazo3L07QJ+/8p4uM3CsrKxQvXp1pfsXSav8kPl6Y3b+PDB6ND+eNw9I+9NDSK4dPgz89BPw4gX/uVs3vkccvTVRuHz5Ms6ePQtnZ2eYmJjAxMQE3377LRYtWoSffvoJt27d0qm9MWPGqF3iHB4ervRzVFRUDrMm+nTjBu97AT7YXqqUsPkQQgghJOcEX/JMH5iJKkuX8gvAZxPRh35hffnCi1e8fw/UrQts20YVnfODrjNwiGbPnwM//shnjvXqBUyfLnRGpDC4f5/vBXfkCP/Z3Z3PgO3QQdi8DJFUKoW9vT0Avkrl9evXqFKlCtzd3fHo0SOBsyN5LTmZL3VOTeVfTPbpI3RGhBBCCMkNwQcU6QMzyWzVKl70AwAWLwaGDBE2H2MnlQJ9+wL37vGKzocPU0Xn/KTLDJzMQkJC9J9QASUWKwbF69Ths59pmR3JKcaA06f50uY//+TXmZkB/v58OwjqI1WrXr067ty5g3LlyqFRo0ZYunQpLCwssHHjRpSnqhyF3pw5fADe1RVYt476YEIIIaSgE3xAEaAPzERhwwZg3Dh+PGOGYmBRMKamQPv2iuNcNWWK9mltmeayrfw0dSpw7Bjfx/LQIaroTAoemQwYOBD45x/AzY0GxfXGCPvHxES+72ZQEK9SC/DZ2l26AHPnUhXn7MyYMQPx8fEAgLlz56JDhw5o1qwZihUrhj179gicHclL168DS5bw4/XrjaAQlhH2j4QIISQkBOPHj8fnz5/10l5UVBTKlSuHW7duoXbt2oK3o43Zs2dj3bp1ePv2LQ4ePCjfSq6g8vHxwefPn3Ho0CEAgKenJ2rXro2goCBB88qN/Hw95DeDGFAkBODLaEeO5Mf+/vzDmeCsrIDjx/XUlBWO66mt/BISAgQGKo4bNhQyG0JyZvZs4OBBwMKC/0t72ulJIe8fxWLg8WN+efSI//vnn3yWKwDY2QFDh/J9E8uVEzbXgsLLy0t+XLFiRTx8+BAfP35E0aJF5ZWeSeGTlAT4+PAvd/r0Abp2FTqjfFDI+0dC9CE6OhoLFizA8ePH8erVK7i6uqJ27doYP348WrduLXR6Wss8AAYAZcqUwZs3b+Ccx9+eREREYM6cOTh48CC++eYbFC1aNE8fj+RM5tdDeHg4WrZsiU+fPsm38CuoaECRGIRdu4DBg/nx2LF8/0T6bCGsv/4Chg/nx1TR2fjEv3sH06SkLNebWljAKsMfvvi3b9W2YWJmBmsnpxzFJrx/DyaTqYwVmZjAJsMbNE2xh4+YYN48HrtxI1C7ykfEv01Vm4etq6v8OPHjR8hStYtN+vwZUolEL7E2zs4QpW31kRwXh1QVv4ecxFo7OcHEjP/Zl4jFSElI0EusVZEiMDG3QEoKkPBZjGRxAhjjgwfp/6YfWzjwWMYASXwCUuLFYAwqL2a2DjC1tIJMphybsT2ZjG/LILJygMjcClIpIElIQlJsHKRSvldbaiovJiWR8EuKyA4SZgOJBBB/TsKX93H48oXvFSsWA3FxwOvXQMxbQAI7pIJPZzWBBFb4jMqlgGHDgH79AAcHfg7i3wLmNjawsLMDAEglEiRpmC2RMVaWmorEjx/1EmtmZQXLtKSYTIaE9NHPXMYmaXhd6SI2NhZSqRROGf6vOzk54ePHjzAzM4ND+gklhcrcuXxGr6srsHq10NkQQgxBVFQUmjZtiiJFiiAwMBA1atRASkoKTp8+jdGjR+Phw4dCp5grpqamKF68eJ4/ztOnTwEAnTt3VvvFnEQigYWFRZ7nQtTLr9eDIJiRiY2NZQBYbGys0KmQNPv3M2Zqyj9CDh/OmEwmdEbk2TPGnJ3576R7d8akUqEzylvULyjIz4XqMR52zcVFKV6sJo4B7Jajo1LsO5FIbex9Gxul2P/SOwUVl38tLZVi/7W0VBsbCVMGMPbzzzz2vo2N2th3IpFSu7ccHdXGijP9+bzm4qI2lmWKvVSqlMZYcUyMPPZChQoaY989eCCPDa9eXWPsfxcuyGPD6tfXGHtj+yF29ixj27cztq1cC42xjUxC5D/6o73G2BZYKf/RFz00xrZHgPxHbwzRGNsdE+Q/dscEjbHeGCL/sT0CNMZOsOjBmjZlbPBgxgJ/WKkxNqx9e/n5vR8Sojm2RQvF6/fQIc2x9esr/l9cuKAxNrx6dcX/twcPNMZeqFBBHiuOidEYe6ZECaaPPrJdu3ZszZo1Wa5ft24d+/7773PVdn6gvxW6u3aNMRMT/lI6cEDobAjRP6H7hcTERPbgwQOWmJgoyOPn1Pfff89KlSrFxGJxlts+ffokP16+fDmrXr06s7GxYaVLl2ajRo1iX758kd++detW5pjp/eaRI0dY/fr1maWlJStWrBjr0qWL/DYA7ODBg0rxjo6ObOvWrYwxxiIjIxkAduvWLcYYY6mpqWzw4MHMw8ODWVlZscqVK7OgoCD5fQMCAhgApUtYWFiWdhhjLDw8nDVo0IBZWFiw4sWLs8mTJ7OUlBT57S1atGBjx45lEydOZEWLFmVubm4sICBA7TlU9diMMebt7c06d+7M5s+fz0qUKME8PDwYY4z9888/rGXLlszKyoo5OTmxYcOGKZ3L9PstWLCAubq6MkdHRzZnzhyWkpLC/P39WdGiRVmpUqXYli1b1ObEGGNSqZQtWbKEVahQgVlYWLAyZcqw+fPny29/8eIF69GjB3N0dGRFixZlnTp1YpGRkVnyyHhexo0bp/ExNf3Ot2/fzurVq8fs7OyYm5sb69OnD4vJ8F47LCyMAWDHjh1jNWrUYJaWlqxRo0bs7t278pj379+z3r17s5IlSzJra2tWvXp19vvvv2v9vDO+HtKPM168vb3Ztm3bmJOTE0tKSlJqt3Pnzqx///4an39e0LZvoWonRFBHj/KZb1Ipr/xncJt0x8cDtrb8krbvU86bioetrS1sbW3le0gZorg4quhMCpd27RR7dxHtDBgItGrF9558Fqk5Nkw2HDbQvk8TiXifkrGrjwdgm3ZJb8ncDLC357MALcw1t+ngAJQvD1SuDBRz0hzr4c6XXfr4AA0baI7t3JnP1v71V6BNG82xJHtXr15Fy5Yts1zv6emJq1evCpARyUtGudQ5nRG+fyQGKD5e/SXzzHNNsYmJ2cfq4OPHjzh16hRGjx4NW1vbLLdnXAJqYmKCVatW4f79+9i2bRvOnj2LSZMmqW37+PHj6Nq1K9q3b49bt24hNDQUDXOxZ5NMJkPp0qWxb98+PHjwALNmzcK0adOwd+9eAIC/vz969uyJdu3a4c2bN3jz5g2aNGmSpZ1Xr16hffv2aNCgAe7cuYN169bh119/xfz585Xitm3bBltbW1y9ehVLly7F3LlzcebMGZW5+fv7Y+vWrQAgf+x0oaGhePToEc6cOYNjx44hPj4eXl5eKFq0KK5fv459+/bhf//7X5Y6FmfPnsXr169x/vx5rFixAgEBAejQoQOKFi2Kq1evYuTIkRgxYgRevnyp9pxNnToVixcvxsyZM/HgwQP8/vvv8oK7KSkp8PLygr29PS5cuICLFy/Czs4O7dq1g0TD6h1Nsvudp6SkYN68ebhz5w4OHTqEqKgo+Pj4ZGln4sSJWL58Oa5fvw4XFxd07NgRKSkpAPhKjXr16uH48eO4d+8ehg8fjgEDBuDatWtaPe+MypQpgz/++AMA8OjRI7x58wa//PILevToAalUiiNHjshj3759i+PHj2Nw+lJOAyRijDGhk8hPcXFxcHR0RGxsLC2tEdjhw0CPHnwpWu/efKN7g9trOj6eb5QF8LVwKv7oad9UPOzS2hKLxSr/gApNKuUfoI8f5xWdr10zjiIs1C8opJ+L10+ewMHePsvtBWHJc3Iy/+D69w2gQgUTnP/bGekp67KMuaAveU5JAT5+5F8OfPwIvP3ihP9emeH5c+DlMzFeP0/Ay5dAoormE+GE8hXMUL48UKKYGCVdElC8OF+y6ObGB/AspfGo0ZpX5n0XKYZFUVtIE8WQJiXAxCRt0FCk+FckAqyLFoFp2rKblIQESMRiALx/dEur8hvz7BlsbW1h6eAAMyurLLGqZIxNTUpCclyc2lgLOzuYp1Xl0SVWl2XMhW3Jc3xSEtzc3XPdR9ra2uLKlSuoUaOG0vV3795Fo0aNkKBhab0hoL8Vupk6FVi8mPcZ9+8DxYoJnVE+MrL3j8ZM6H4hKSkJkZGRKFeuHKzS/g7KaZql0b698j6ftraAuj64RQsgY6FUFxfFhsLpdBhSuHbtGho1aoQDBw6gq47fNOzfvx8jR47E+7THz1yUpUmTJihfvjx27Nih8v4ikShL4ZIiRYogKCgIPj4+WhXPGDNmDKKjo7F//34AqvdQzNzO9OnT8ccffyAiIkK+NHnt2rWYPHkyYmNjYWJiAk9PT0ilUly4cEHeTsOGDdGqVSssXrxYZS6HDh1C165dkXFIx8fHB6dOncKLFy/kS503bdqEyZMn47///pP3ISdOnEDHjh3x+vVruLm5wcfHB+Hh4Xj27BlM0t5bfvXVV3B1dcX58+cBAFKpFI6Ojti8eTN6q9gP68uXL3BxcUFwcDCGDh2a5fYdO3Zg/vz5SudBIpGgSJEiOHToEL777judi7Jk9zvP7O+//0aDBg3w5csX2NnZyfcz3L17N3r16gWAD3qXLl0aISEh6Nmzp8p2OnTogK+++grLli3L9nlnfj2o20PR19cXUVFROHHiBABgxYoVWLNmDZ48eZLve01r7FsyoD0UiSD27QP69uV7W/XoAWzfboCDiUZoyhT+3sLKig/4GsNgIlHN1sUFtlq8Mc44UKbPWBsdNrHOGMsY4OsDnL8BFCkC/HESyLjXccZBy+zoEmulw4bKusRaOjjIB30yEouB58+BFzeAFy/Sjl844MULB0RHA+/eAZoLHtqlXfiAX9WqfEZy+qVWLcDRMWuskgwzElxcwKcXOqqJVcHcxkY+WJexLVtX1ywfmJVis2FmZSUfXNRnrKmFhdavYV1iTczM8iRWZGKit1iphkFXXTRs2BAbN27E6kwb6a1fvx716tXTy2MQw3D9Ot8PG+BVnY1qMJEQopEu85n+97//YdGiRXj48CHi4uKQmpqKpKQkJCQkwEbF+4Lbt29j2LBh+kwXa9aswZYtW/DixQskJiZCIpHoXKk3IiICjRs3VhoUatq0KcRiMV6+fImyZcsCAGrWrKl0vxIlSuCthi/k1alRo4bSvokRERGoVauW0vurpk2bQiaT4dGjR/KZdF9//bV8MBEA3NzcUL16dfnPpqamKFasmNqcIiIikJycrLaozp07d/DkyRPYZ5q0kJSUJN8PUlfZ/c5v3LiB2bNn486dO/j06RNkaZMQXrx4gWrVqsnjGjduLD92cnJClSpVEBERAYAPpC5cuBB79+7Fq1evIJFIkJycLH8NZve8tTVs2DA0aNAAr169QqlSpRASEgIfHx+DLlxHA4ok3/3+OzBgAF8C068frx5sRq9EwW3ZAixbxo9DQoAG2SwFJMQQLVum+IJi716gUiWhM8odqRR48gT45x/F5e5dIDKbZcjpTEz4B3kXFz5LyN1d+VK2LK96bWmZt8+DEACYP38+2rRpgzt37sjfdIeGhuL69ev4888/Bc6O6EtysmKpc9++QIaJQISQ/KRhZn+WmRyaBq0y730UFZXjlACgUqVKEIlE2RZeiYqKQocOHTBq1CgsWLAATk5O+OuvvzBkyBBIJBKVA4rW1tYa2xSJRFkGNNOXtaqye/du+Pv7Y/ny5WjcuDHs7e0RGBiYZ9t0mJsr7/EiEonkA2C6yOlMZlWPr0tO2Z1/sViMevXqYefOnVluc3Fx0THb7B8zfam3l5cXdu7cCRcXF7x48QJeXl46LbEODAzEL7/8gqCgINSoUQO2trYYP368vI3snre26tSpg1q1amH79u347rvvcP/+fRzPOJPYANEwDslX27YBgwbxWUQ+PsDmzTQz0RCcPw+MHMmPZ80C0mZ7E1KgHD0KTJ7Mj4OCgLZtBU0nR+LigMuXgQsX+OX69axbF6UrWpQPCGa8uLvz7QpcXPilaFHqY4nhaNq0KS5fvozAwEDs3bsX1tbWqFmzJn799VdUKuij/0Ru/nxe1dnNDVi1SuhsCDFiugwq5VWsCk5OTvDy8sKaNWvw008/ZRn8+vz5M4oUKYIbN25AJpNh+fLl8llz6XsXqlOzZk2EhoZi0KBBKm93cXFR2mvw33//1bjdxsWLF9GkSRP4+vrKr8s8k87CwgJSqVRjXlWrVsUff/wBxph8ttnFixdhb2+P0vmwJKxq1aoICQmR78ma/vgmJiaoUqWK3h6nUqVKsLa2RmhoqMqlv3Xr1sWePXvg6uqqty0CNP3OHz58iA8fPmDx4sUoU6YMAL7kWZUrV67IZ4p++vQJjx8/RtWqVQHwc9W5c2f0798fAN9b8/Hjx/IZjtk978zSZ4+qet0MHToUQUFBePXqFdq0aSPP21DRgCLJN5s2ASNG8MHE4cN5ARYq9iG8Z8+Abt34fms9ewIBAUJnRIju7t3jM2EY4/3M6NFCZ6Sdz5+BsDC+NdGFC8CdO3xWT0bW1kD16kDNmopLjRq0hJAUTLVr11Y5M4EUDv/8w/dNBIA1a6ifIoSotmbNGjRt2hQNGzbE3LlzUbNmTaSmpuLMmTNYt24dIiIiULFiRaSkpGD16tXo2LEjLl68iPXr12tsNyAgAK1bt0aFChXQu3dvpKam4sSJE5ic9o1zq1atEBwcjMaNG0MqlWLy5MlZZuBlVKlSJWzfvh2nT59GuXLl8Ntvv+H69esoV66cPMbDwwOnT5/Go0ePUKxYMTgq9oyR8/X1RVBQEMaOHYsxY8bg0aNHCAgIgJ+fn9IS47zSr18/BAQEwNvbG7Nnz8a7d+8wduxYDBgwQGXhkJyysrLC5MmTMWnSJFhYWKBp06Z49+4d7t+/jyFDhqBfv34IDAxE586dMXfuXJQuXRrPnz/HgQMHMGnSpBwNrmr6nZctWxYWFhZYvXo1Ro4ciXv37mHevHkq25k7dy6KFSsGNzc3TJ8+Hc7OzvK9NitVqoT9+/fj0qVLKFq0KFasWIGYmBj5gGJ2zzszd3d3iEQiHDt2DO3bt4e1tbV8r9y+ffvC398fmzZtwvbt23U+H/mNhnNIvli7lg8iMgaMGcP306HBROHFxgIdOwIfPgD16wNbt9LvhRQ8797x17FYDHh6AqtXG1i1+AySk4Fz54AZM4BvvuEftrt147N4bt3ig4nly/Pqyps28Vk+X77wAkmbNwM//cSfI31IJ4QYmtRUYMgQ/m/XrsCPPwqdESHEUJUvXx43b95Ey5Yt8fPPP6N69epo27YtQkNDsW7dOgBArVq1sGLFCixZsgTVq1fHzp07sWjRIo3tenp6Yt++fThy5Ahq166NVq1aKVXiXb58OcqUKYNmzZrJB25ULZ1ON2LECHTr1g29evVCo0aN8OHDB6XZigDf965KlSqoX78+XFxccPHixSztlCpVCidOnMC1a9dQq1YtjBw5EkOGDMGMGTN0OW05ZmNjg9OnT+Pjx49o0KABunfvjtatWyM4OFjvjzVz5kz8/PPPmDVrFqpWrYpevXrJ91y0sbHB+fPnUbZsWXTr1g1Vq1bFkCFDkJSUlOMZi5p+5y4uLggJCcG+fftQrVo1LF68GMvS9/jKZPHixRg3bhzq1auH6OhoHD16VD6TcMaMGahbty68vLzg6emJ4sWLKxX2ye55Z1aqVCnMmTMHU6ZMgZubm1K1bUdHR/z444+ws7PL8hiGiKo8kzwXGAhMmsSPf/6Z/2yoH/azSEwEvv+eH588yacK5bipRHyf1tbJkyf1ttdCTqWm8kGYU6eAkiX50sqSJQVNSTDULygUtHMhkQBt2vDZfeXL84E3Qxpsk8n47Mn//Y9fzp3LWkTxq6+AVq2A5s2Bb78FSpUSJledFeL+kSgraP1CXqHzoNny5YC/Py/o9OCB8b6nAED9oxERul/QthIrIUQ1dRWXhdS6dWt8/fXXWCXgviFU5ZkIjjG+H9/8+fznadP4cYEZTAT4G8DwcD01ZY1wPbWlDxMn8sFEa2te0dmo3/iTAokxwNeXDyY6OPA9FA1hMPH5cyA0lA8ghoZm3efc1ZUPgrZtC7RuzYuiFEiFuH8khOjm6VNg5kx+vHw5vaeg/pEQQoiuPn36hPDwcISHh2Pt2rVCp6MVGlAkeUImAyZMUGzGvXixolgCEd7GjbxoBcAL5dSvL2g6hOTIL78Av/7Kl+nv3g2kbWOSrxjjVZjPn+eXc+f4gGJGNjZAixZ8ELF1a77/IW0tQAgpLNL3xk5M5LOtBw8WOiNCCCGk4KlTpw4+ffqEJUuW6LVYTl6iAUWid1IpMGwY348P4JtyZ9pqgggoLExRsGLuXKBHD2HzISQnTp3iWygAwNKlipVleS0xke91ePUqcOUKH0SMjlaOMTUFGjbkA4ht2vC9EtO2YCGEkEJnyxbg7Fk+KW/jxgK2EoUQQohR8/T0hKHsAhgVFSV0CjqjAUWiVxIJ0L8/sG8f/1C9dSswYIDQWeVCfDzg4cGPo6IAW9tcNBUPj7S2oqKiYJuLtnLq33/5JumpqUDv3rwwBCEFzcOHQK9efCb0oEGAn1/ePM7/27vz8Kaq9A/g3zRt040uWOiCpYgUEBSQpUxBKEhZBBXGisAoFATkJ6IygCyOUNBh2JVROuAoFFCkIKsDyGKlbqyyyaqALIpt2aT7RnJ+fxyaNLQJSZv2Zvl+nidPb27enHtO0r7NPbnnnOJi4PRp4PBh2YF44IBcwVSrNY7z9ATat5dzIHbuDHToANxZqM25OVl+pOrxzDPPWBy7YcOGaqwJVYf0dMOXO2+/DTz4oLL1sRvMj0RE5ALYoUg2U1AgO6u+/FKeYKekyFX+HN716zYsynZlWevPP4Enn5Q/27eXVxTwKgJyNDdvysWEsrOBjh2BxYur/nsshPwzP3ECOHpU3o4dk4sKlJSUjw8JkX9D7doBnTrJbZedB91J8iNVn4CAAKWrQNVozBggKwto0wYYO1bp2tgZ5kciInJy7FAkm8jOlif5334rh7xs2gT06KF0rahUSQnw3HPAL7/IBSA2barSgoNEiij9PT53DqhfH9iwAdBoLHuuEMCtW8Dvv8srdX/+2fj2558VPy8gAGjVSg5hjo6WnYf338/OeCJLJZfOf0JOZ8MGeXN3l/PZuvOsgkgx9jJkk4icg6U5hf/6qcpu3JDzlx08KFda3boVeOwxpWtFZY0dK1ec9fUFvvgCCA1VukZE1hs3Tq6a7OsrV3SuW7fiuMOHgfXr5eIov/8OXLkibwUFpstWqeTotFat5K1lS/mzfn12HhIR3S0rC3j1Vbk9caLMmURU8zw8PAAA+fn58ObVAkRkI/n5+QAMOcYUdihSlWRkAN27y6GC990H7Nghh72Q/UhKAv7zH9kp8umnspOEyNEsWQIsWiR/j1etAlq0MH68oABYu1YOgd6/33Q5tWsDDRsCTZoATZvKn02aAFFRvGqXqDo8+uijUFnYK3/48OFqrg3Zyj/+AfzxB9CoEedjJlKSWq1GYGAgrl69CgDw8fGxOOcSEd1NCIH8/HxcvXoVgYGBUKvVZuPZoUiVdumSXMH03DkgLExeAdesmdK1orJ27gRef11uz5oF9OunaHWIKmX3bsOVMDNnAn37Gh47d052NiYny/kVAcDDA3jmGfnlxv33A/XqyVt4ODsNiWpaP/7jcTr79skvKgGZf5lXiZQVemfoUWmnIhFRVQUGBupziznsUKRK+eUX2Zn4229ymGBqqrzqh+zHmTNyvjmtFkhIkEOSiBzNhQtA//5yZfK//Q2YPFnuz82VnYzLlxtiIyOBUaOA4cNND4cmopqVmJiodBXIhkpKgJEj5by0Q4YA3bopXSMiUqlUCAsLQ926dVFS0WpyRERW8PDwuOeViaXYoUhWO35cDnPOzJRDBnftklcBOSU3N6BtW8N2lYpyQ9s7ZblVsax7uXFDruiclSXns/zwQ84DR44nL0+uFH/jhvwz/Phj+Xt84oTsZDxzRt5/4gng5ZflTwv/95EtOGh+JGXdunUL69atw/nz5/HGG2+gdu3aOHz4MEJCQlCvXj2lq0f3sGCBYZqbBQuUro0dY34kBajVaos7AYiIbIEdimSVQ4fk6s03b8q5+HbscPIrgby95WozNinKGwdtVJY5xcVAfDxw/ry8etSalXCJ7IUQ8krDY8dkjtm4Uf45JicDr7wi50wMDwdSUoBOnZSurYtywPxIyvrpp58QFxeHgIAAXLx4ESNHjkTt2rWxYcMGXL58GStXrlS6imTG+fPAjBly+913geBgZetj15gfiYjIBfBrLrLYvn1yaMvNm0D79sDXXzt5Z6IDEgIYPRr45hugVi1gyxagTh2la0VkvfnzgTVrAHd3YN06ICgIGDoUePFF2ZnYsydw9Cg7E4kcybhx4zB06FCcPXsWXl5e+v29e/fGt99+q2DN6F6EkFeCFxbKz4KDBytdIyIiIlIaOxTJIt99J4c5Z2XJE/hdu+QJPtmX994Dli6Vo2vWrAGaN1e6RkTW27HDMFfi++/LlZnbtQNWrJC/2zNnAtu2sbOcyNEcPHgQo0aNKre/Xr16yMjIsLq8pKQkNGjQAF5eXmjfvj0OHDhgMvbkyZOIj49HgwYNoFKpsHDhQquP58o++0x+9tNogMWLOY0KERERsUORLJCaCvTqJRdBePxx4Msv5dVvLiE/X44bbtBAblepqHw0aNAADRo0QH4Vy6rIli3AhAlye8ECOZ8cOT5rTpg/+ugjdOrUCUFBQQgKCkJcXJzZeHt0/jwwcCCg08khz40bAzExwOnTcjX53buBN9+s8pRUZAsOlB/JPmg0GmRnZ5fb/8svv6COld8QrFmzBuPGjUNiYiIOHz6Mli1bomfPniZXOc3Pz0fDhg0xe/Zsi1YtJIObN4G//11uT50KREUpWx+HwPxIREQuwC5OyVzthNmRfPkl0KeP/CzUq5fstPL1VbpWNUgI4NIleROiikUJXLp0CZcuXYKoYll3O34cGDRIVvGll4DXX7dp8aQQa0+Y09LSMGjQIOzevRt79+5FREQEevTogStXrtRwzSsnNxfo1w+4dQv4y1/ksLrevYGcHKBLFznEuXNnZetIZThIfiT78fTTT+Ptt9/Wr0KqUqlw+fJlTJo0CfHx8VaV9e6772LkyJEYNmwYmjVrhiVLlsDHxwfLli2rML5du3aYN28eBg4cCA0nFrbKxInAtWty1MMbbyhdGwfB/EhERC5A8Q5FVzthdiRffCFP7ouKgKefBjZtknNMk325ehV46inZGdOlC7BoEYciOQtrT5hXrVqF0aNHo1WrVmjatCk+/vhj6HQ6pKam1nDNrScEMGyYXD00NFTmnOefl4sMPfsssH0752wlcnQLFixAbm4u6tati4KCAsTGxqJRo0aoVasWZs6caXE5xcXFOHToEOLi4vT73NzcEBcXh71791ZH1V3Wnj1yKhUA+PBDwNNT2foQERGR/VB8leeyJ8wAsGTJEmzduhXLli3D5NJJtMpYtWqV0f2PP/4Y69evR2pqKoYMGVIjdXYFmzYB/fsDt2/Ln6tWAR4eSteK7lZYCPz1r/IL8EaNgPXr+T45i9IT5ilTpuj3WXvCnJ+fj5KSEtSuXbu6qmkzs2fLxVfc3eVViW++Kfe//DLwwQeAWq1s/Yio6gICArBr1y788MMPOHbsGHJzc9G6dWujjkFLXL9+HVqtFiEhIUb7Q0JCcObMGZvVt6ioCEVFRfr7FQ3Xdma3b8scDMgpKDp2VLY+REREZF8U7VCsiRNmV/8wWBllOxMHDQJWrpQn+WRfSoc379kDBAQA//ufXLyCnIMtTpgnTZqE8PBwsyfr9pAjt20D/vEPud2xI1B6Aeb06cC0abzilsjZdOzYER0doHdq1qxZmDFjhtLVUMyiRcBPP8nPFrNnK10bIiIisjeKDnk2d8Js6Wp/9zphnjVrFgICAvS3iIiIKtfbmW3caOhM/Nvf2Jloz2bPBj75RF659fnnQNOmSteI7Mns2bORkpKCjRs3wsvLy2Sc0jny7FmZa4QAGjYEvvlGdiAmJQGJiexMJHIGX3/9NZo1a1bhFxZZWVlo3rw5vvvuO4vLCw4OhlqtRmZmptH+zMxMmy64MmXKFGRlZelvv/32m83KtndXrsgFWABgzhwgOFjZ+hAREZH9UXwOxaqw5ITZlT8MWmvjRuC55wydiStWsDPRXm3YYBgS+v77QPfuytaHbK8qJ8zz58/H7NmzsXPnTrRo0cJsrJI5MidHztOalQUEBQG//iqH7KekAKNH11g1iKiaLVy4ECNHjoS/v3+5xwICAjBq1Ci8++67Fpfn6emJNm3aGM0PWzpfbExMjE3qDMhVqf39/Y1urmL8eDk381/+Arz4otK1ISIiInukaHeRLU6Yv/rqK7MnzBqNhqv5WYCdiSaoVECzZobtKhWlQrM7ZamqUNaRI8DgwXJ7zBh2vDirsifM/fr1A2A4YR4zZozJ582dOxczZ87Ejh070LZt23seR6kcqdMBQ4YAp04BGg3w55+AlxeweTPQo0eNV4cqww7zI9mnY8eOYc6cOSYf79GjB+bPn29VmePGjUNCQgLatm2L6OhoLFy4EHl5efo5uYcMGYJ69eph1qxZAOQ0O6dOndJvX7lyBUePHoWfnx8aNWpUyZY5p127gDVrADc3YPFi+ZOsxPxIREQuQNEuo5o6YSbz7u5MXLmSCyDo+fgAJ0/aqCgfnKxiWenpckXn/HzZ6fLeezapGtkpa0+Y58yZg2nTpuGzzz5DgwYN9FNH+Pn5wc/PT7F2VGTmTDlfq0olV5L39ga2bAEef1zpmpHF7Cw/kv3KzMyEh5kVw9zd3XHt2jWryhwwYACuXbuGadOmISMjA61atcL27dv10+hcvnwZbmV6wv744w88+uij+vvz58/H/PnzERsbi7S0NOsa5MQKCw1fVL76KtCqlaLVcVzMj0RE5AIUvwbNmU+YHcHmzexMdBQFBUDfvnJeo6ZN5dUDvIrUuVl7wrx48WIUFxfj2WefNSonMTER06dPr8mqm7Vli1xsBZBzJ/r6Alu3ArGxytaLiKpHvXr1cOLECZNXAv70008ICwuzutwxY8aY/AL67k7CBg0aQAhh9TFczbx5wLlzQFgY8PbbSteGiIiI7Jni3RHOesLsCLZtK78ACzsT7ZMQwLBhwMGDcrXF//0PCAxUulZUE6w5Yb548WL1V6iKfv5Z5ptSfn7Al18Cjz2mXJ2IqHr17t0bU6dORa9evcrNeV1QUIDExEQ8+eSTCtWOSp0/L68eB+QICBeaMpKIiIgqQSVc7Ova7OxsBAQEICsry6Um177bzp3A00/LoYb9+wOffcar3SqUnw+0aye3Dx6UQ1gqXVQ+2t0p6+DBg/CxoqwZM4Dp0+V7tGsX0KVLpatBFWBeMKjO1yIrS/45nT0r79eqBezYAdhwDQWqSXaSH6n6VTUvZGZmonXr1lCr1RgzZgyaNGkCADhz5gySkpKg1Wpx+PBh/ZfJ9sqZ/1cIATz5pPyyOS5Ofk7kdH1VwPzoMpw5LxAR3Qu7kFzQ7t1y6GxRkVxhddUqdiaaJIRcNaJ0u0pFCf2E8Nb0469ZIzsTATk5OjsTyRHpdMCgQYbORH9/ecLavr2y9aIqsIP8SI4hJCQEe/bswcsvv4wpU6bo32OVSoWePXsiKSnJ7jsTnd3WrbIz0cMDWLSInYlVxvxIREQugN1ILua77+Q30IWFQJ8+srPKzDzppLADB4ChQ+X2uHHAiBGKVoeo0qZNk0ObATln4ldfGS7eICLnFxkZiW3btuHPP//EuXPnIIRAVFQUgoKClK6ayyssBMaOldvjxgF3LiAlIiIiMosdii5k716gd285CqNnT2DdOsDTU+lakSm//SavJC3t/J07V+kaEVXOunWGebk8PeUwZ3YmErmmoKAg/fBNsg/vvSfnTwwPB956S+naEBERkaNwu3cIOYNDh4BevYDcXODxx4GNG4G75kUnO5KXJ+e4zMgAHn5YznHJBXPIER0/Loc6A/J3eNs2oGNHZetERETS778D//yn3J47Vy6URURERGQJdii6gJMn5RWJ2dlA587AF18A3t5K14pM0emAF14Ajh4F6tSRKzpzjmdyRDdvytWbb9+W83GtXw9066Z0rYiIqNTEiXLkSseOwN/+pnRtiIiIyJGwQ9HJnT8PdO8O3LgBREcDW7bI+cvIfr31FrBpkxwaunEj0KCB0jUist7t20Dr1vKLDAD46CM5hJ+IiOzDd98Bq1fLL3w++IALsRAREZF1OIeiE/v9d3k1UHo68MgjckGEWrWUrpWDUamAyEjDdpWKUiHyTlkqE2V98gkwa5bc/vhjDg0lx9W1K3DpktyeMQMYPlzZ+lA1qOH8SES2o9UCr74qt196CXj0UWXr43SYH4mIyAWwQ9FJXb0KxMXJE/qoKGDnTqB2baVr5YB8fICLF21UlA8umilrzx7DKs5TpgCDB9vksEQ17o03gO+/l9tDh8oVnskJ1WB+JCLb+u9/gWPHgKAgwxyKZEPMj0RE5AI45NkJ/fkn0KMH8PPPQP36wFdfAaGhSteKzLl0CejXDygulj/54Z4c1caNwPz5crt1ayA5Wdn6EBGRsRs3DKs5v/MOEBysbH2IiIjIMbFD0cnk5gK9e8tvnUNCZGdi/fpK14rMyckBnnoKuHYNaNVKDnt2418mOaBffwWee05uBwUBP/ygbH2IiKi8adPkolmPPAKMGqV0bYiIiMhRsdvCiRQXA888A+zbJ4c379olhztTFRQUAO3ayVtBQRWLKkC7du3Qrl07FNwpq3RF5+PHZQfwF18Afn62qDhRzSoulgs/3b4NqNUyD3l5KV0rqlbVnB+JyPa+/hpYskRuf/AB4M7Jj6oH8yMREbkAfoxwEjodkJAgOxF9feUCLI88onStnIBOB/z4o2G7SkXp8OOdsnR3ynrzTdmJqNEAmzcDERFVOgSRYmJj5TA6AFi1CmjcWNn6UA2o5vxIRLZ1/jzQv7/8cx02TOZtqibMj0RE5AJ4haITEAIYOxZISQE8POQcZtHRSteK7mXFCmDOHLm9bBnQvr2y9SGqrL//XV6RCMhVQwcMULY+RERkLDsbePppOdQ5Ohr4z3+UrhERERE5OnYoOoFZs+SwFUB2UnXvrmx96N727gVeekluv/UW8Le/KVsfospauxZYuFBut2sHvP++otUhIqK7lE6vcuoUEB4uv3jmlBRERERUVexQdHAffwz84x9ye+FCYNAgRatDFho4UM45Fx8PzJihdG2IKufsWeD55+X2ffcB33+vbH2IiKi8t94C/vc/Ob3Kpk2yU5GIiIioqtih6MA2bzaszjdlCvD668rWhyx34wbQpo28opQrOpMjKiwE/vIXuQiLuzuwfz/g6al0rYiIqKzVq+VIFgBYulReSU5ERERkCy67KEteXh7UanW5/Wq1Gl5lxoHk5eWZLMPNzQ3e3t6Vis3Pz4cQosJYlUoFHx8fs7Hff++GgQO9oNOp8OKLwMyZcn9BQYHZCZt9fX3129bEFhYWQqvV2iTWx8cHKpUKAFBUVITbt2/bJNbb2xtud3rniouLUVJSUvXYvDz4lrl7r3K9vLz0v1clJSUoLi7WP5aVZfj9CAnJw4YNGvj6ulcYezeNRgP3O0sx3r59G0VFRSZjPT094eHhYXWsVqtFYWGhyVgPDw943ukxsiZWp9OZXZXQmlh3d3doNBoAgBAC+fn5Nok11xaqWKdOci4uQM7f+uCDytaHiIiM/fgj8OKLcnvSJMMV5UREREQ2IVxMVlaWAGDy1rt3b6N4Hx8fk7GxsbFGscHBwSZj27ZtaxQbGRlpMrZZs2ZGsc2aNbsr5nkB5AtACG/vnaKkxBDbtm1bk+UGBwcblRsbG2sy1sfHxyi2d+/eZl+3sp599lmzsbm5ufrYhIQEs7FXr17Vx44ePdps7IULF/SxEyZMMBt74sQJfWxiYqLp1wEQxYGBQgQHC5GbK+bOnWu23N27d+vLXbRokdnYLVu26GOTk5PNxq5du1Yfu3btWrOxycnJ+tgtW7aYjV20aJE+dvfu3WZj586dq489cOCA2djExER97IkTJ8zGTpgwQR974cIFs7GjR4/Wx169etVsbEJCgj42NzfXbGzfvn0FAJGVlSVcXWmONPdajB4tBCBvf/97DVaO7EtursyNd/Jj1YrKFcHBwSI4ONjofwTZB0vygitwpNfh3Dkh6tWTebpPHyFu31a6Ri6G+dFlOFJeICKyNZe9QtExqQHMATD+zv0tCA6eAHf3MwrWybnlAzi6cyfacYwQEQA5fK50ddCYGODdd5WtDynI1xe4ds1GRfnimo3KInJlQgDLlwOvvQbk5gIPPQR89hlQwaAcqk7Mj0RE5AJUQpgYd+uksrOzERAQgD/++AP+/v7lHrfXIc/XrwskJHghLU1+Ipw4sRhvvVUCtdo4lkOebTzkGcbDmCsz5Hn7dqB/f/khf+ZMw1yXZYcxc8izskOe8/LyEBISgqysrArzgispzZEVvRY//ww0bw5otUCdOsDvv3PeRCJXYC4vuBJ7fx2uX5dza2/YIO936gSsWgVERChbLyJnZu95gYioOrnsFYq+vr5GnWDm4qwp01JlOwHv5exZH/TrB1y8KL/wXLECiI/3BFD+TL5sp+W9WBNbtpPVlrEajUbf6WPLWE9PT30nlVKxHh4eOH3aA0OHys7EESPk4jl3+kfLxZZ27N2Lu7u7vnPRlrFqtdri32FrYt3c3KolVqVS2SzWXAc4SYWF8opErZaLsBAR2ZsdO4Bhw4D0dMDDA3jnHWDCBF6ZSERERNWH68vaMSHkN8sdOsjOxIYNgX37gPh4pWvmQgoKgC5d5M3MlXMV+fZboGtXOeTo8ceBBQsK0LVrF3Tp0sXsVXhE9qhjR+DPP+X2unXAAw8oWx+yA1XIj+WLKkCXLsyPRNbKz5cjH3r1kp2JTZvKz4qTJrEzUVHMj0RE5AJc9gpFe6bVyhP2f/0L+Oknua97d7mSau3aytbN5eh0wDffGLYttHKlvCKxpASIjgY+/xxQq3X45k5Z5oaaE9mbl18GDh+W22+8AfTtq2x9yE5UMj9WXBTzI5E1ioqAjz+WU6mkp8t9Y8YAc+YAVgyCoerC/EhERC6AVyjakeJiYOlSOYH2wIGyM9HPD0hMBLZtY2eiI9DpgKlTgYQE2ZnYvz+Qlsb3jhzXp58CS5bI7Y4dgblzla0PEZErKykBPvoIaNxYdiCmpwP168vPiR98wM5EIiIiqjm8QtEOZGbKlVMXLJCLHACyA+r11+WHRXZGOYaCAjl/0Zo18v6UKcA//wm4sdueHNTJk8DQoXK7bl3ZOU5ERDVPq5XT4MyYAfz6q9wXHg784x/A8OGAhVNMExEREdkMOxQV8ttvchW+9euB77+X8yUCQFgYMH68XKXPz0/ZOpLlMjKAv/5Vzlvk4QF8+KHsXCRyVPn58opErVb+Th84IBdjISKimpORASxbJq9KvHhR7qtbV35pOWoUYMX6ekREREQ2ZRenh0lJSZg3bx4yMjLQsmVLfPDBB4iOjjYZ//nnn2Pq1Km4ePEioqKiMGfOHPTu3du6g+blVTxbtVoNlF2lOC/PdBlubsaf5MzE6uCGn856Y8cO2Yl48KDx4+3aaPHi4NsY+sJteHmrjMes5OcbehzvprortqDA/FwtZVe6tSa2sFD2LNgi1sfHsNRxURFw+7ZtYr29DZcDFhfLcUEV0GqBIjdvFBa7oagIKMwuRmFOCQoLZdULCgw/i2/lYdCd582eDeQWFePWtRJcuwajW06ujLkv0AvrNqrRpQvk8YuLDQcu+/uRlycvJyjtobk79m5lY2/flq+FKZ6esgfI2litVjbcFA8Pw7K+1sTqdOYnJLcm1t3dcBmGEPJvwxax5tqiMEXyI4C4OCArS25v2ABERla2BURE1UOp/FjddDogNVV+Obl5s+GjT+3awMSJcvRK2Y9dRERERIoQCktJSRGenp5i2bJl4uTJk2LkyJEiMDBQZGZmVhj/ww8/CLVaLebOnStOnTol3nrrLeHh4SGOHz9u0fGysrIEAJEluxjK33r3Nn6Cj0/FcYAQsbHGscHB+se0UIljeET8G6+KftgggtS3jJ6qglZ0wjdiIV4TlxBhXG6zZsblNmtmug6Rkcaxbduajg0ONo6NjTUd6+NjHNu7t+lYQOTnC3HrlhCZmULk9X7WbOwXq3PFmjVCfPKJEL90SDAb+9aoq2LMGCFGjRIitelos7HPtL4g2rYVomVLIZbWnmA2thlO6O8mItFsbOnNB7liAuaajbm0YrfhNVu0yOixXEDgzi0XEGLLFkNscrL5469da4hdu9Z8bHKyIXbLFvOxixYZYnfvNh87d64h9sAB87GJiYbYEyfMx06YYIi9cMF87OjRhtirV83HJiQYYnNzzcZm9e0rAIisrCxhT2o6PwphyJFAlgCEmDLFVq0hp1P27yo3t4pF5RryYxXLItvTf3ayoxypZH6sjtdBpxPi1CkhZs4U4sEHjf9NxcQIsXy5EHl5Nj8sVRfmR5dhj/mRiKimKH6F4rvvvouRI0di2J3xoUuWLMHWrVuxbNkyTJ48uVz8v//9b/Tq1QtvvPEGAOCdd97Brl27sGjRIiwpXTmghgkBXL4MHCl6AofRCIfRGvvRHtdRxxCkBWrVAjp1Ap5+Guj3z2iE/H6oyscuuQ2cOw391XXNcwB/E7H5BcAHc+QFa8XFwLBfgQdNxBYWAU90lXFFRcC7PwOdzdSj7EWSawH0NxM7cBBQeq1YMoAoM7FLPgSu39l+BMDjZmIPHQYu3dm+YSauLJUK8FADMHPhY7GbF4TKDcMGA4+dBfCD6dj69c0fj3OlkzWUzo+xsXK1eSKTbLgChA9XkyArKJ0fbUGrBfbulVchbt4MnD1reMzfHxg8WA5rfuQRRapHVcX8SERETk4lhBBKHby4uBg+Pj5Yt24d+vXrp9+fkJCAW7duYfPmzeWeU79+fYwbNw5jx47V70tMTMSmTZtw7NixcvFFRUUoKjPkMzs7GxEREYhqeB1qtwq63lQq6FSGflY3XcXDZgFAQIWcfHfcuFHxqFJ3d4GwulqEh+gQHqZDYIiXfvSu523jYcxCyM67/HygoFCFW8U+crsAEHn5KMgXyM+Xj2vLjFIWUKGgTDeVFwrgBtPDmPPhW6lYDQqhhulhzGVja3kUwttTC41GjmbVaOSI1tL7Oi8feGpU0GgAH3URvNxv60fe3n2Djw88PFXw8AC8VEXQqG/D3d04pvS+m683PL3c5LFUxfBUlejLLT2+vi6B3tB4u8HdHVCVmB4eLV8oL8PweDNDqcvFWjOMmUOeLYutpiHP2Xl5CAgJQVZWFvz9TXXJ16yayI+A6RxZt24Wrlzx57yJRITs7GwEBATYTY5UOj8OHpwFT0/LXgdTn7Lz8+Ww5mvXDPs8PYHHHwf69wcGDOCwZiJHYG/5kYioJil6qnj9+nVotVqEhIQY7Q8JCcGZM2cqfE5GRkaF8RkZGRXGz5o1CzNmzCi3/+yvHgA8LKilJTEVu31bhd/+cMdvfwA4cvej1nzTWHGsm5vsv6rtJX/Km7e+48yoA01TQaeaxhuenuYeL7vPq8LH7z6OpyegUnlVWN+Kae7cbB3reedmSainoUPLlrH6XlEbx7q7W746hjWxarXlZy/WxLq5VU+sSmW7WHNzfiqkJvIjYDpHpqVxERYisk9K58dPPqlEpU0IDAT69AH69gV69pRXJhIRERE5Aqc/XZwyZQrGjRunv1/67fLjj9vmZNnXFwgPB0JCLC+v9CrFu2k0cl0RHx/5s/Tm6yv33X3z8DBdFhGRJUzlyHr1FKwUEZEdMJUfp00zXr/vXir6rObmBrRpA3TubPn3iURERET2RNEOxeDgYKjVamRmZhrtz8zMRGhoaIXPCQ0NtSpeo9FAoyl/VdvGjfwWmCxQWAjEx8vt9eutO4MoV1Qh4u+UtX79enhVoSxyfjWRHwHTOZLonpgfSSFK58fx4/kZku6B+ZGIiFyAm5IH9/T0RJs2bZCamqrfp9PpkJqaipiYmAqfExMTYxQPALt27TIZT1QlWi2wbZu8VXFYrFarxbZt27Bt2zZo7XCILdkX5keye8yPpBDmR7J7zI9EROQCFB/yPG7cOCQkJKBt27aIjo7GwoULkZeXp1+1b8iQIahXrx5mzZoFAHj99dcRGxuLBQsWoE+fPkhJScGPP/6I//73v0o2g4jI5pgfiYgqxvxIREREpCzFOxQHDBiAa9euYdq0acjIyECrVq2wfft2/cTZly9fhpub4ULKDh064LPPPsNbb72FN998E1FRUdi0aRMefvhhpZpARFQtmB+JiCrG/EhERESkLJUQQihdiZqUnZ2NgIAAZGVlwZ8T4NC95OUBfn5yOzfX8lWFKywqD353ysrNzYVvFcoi22JeMOBrQRZjfnQZzAsSXweyGPOjy2BeICJXpugcikRERERERERERORY2KFIREREREREREREFlN8DsWaVjrCOzs7W+GakEPIyzNsZ2dXaaW+vDJlZWdnc6U+O1KaD1xsBogKMUeSxZgfXQZzpMT8SBZjfnQZzI9E5MpcrkMxJycHABAREaFwTcjhhIfbsCjblUW2k5OTg4CAAKWroSjmSKoU5keX4Oo5kvmRKoX50SW4en4kItfkcouy6HQ6/PHHH6hVqxZUKpXS1am07OxsRERE4LfffnP4CYCdpS1sh32xph1CCOTk5CA8PNxoVVBXxBxpX9gO++Is7QCYIyuD+dG+OEs7AOdpiyu2g/mRiFyZy12h6Obmhvvvv1/patiMv7+/Q//DLstZ2sJ22BdL28FvlSXmSPvEdtgXZ2kHwBxpDeZH++Qs7QCcpy2u1g7mRyJyVfwahYiIiIiIiIiIiCzGDkUiIiIiIiIiIiKyGDsUHZRGo0FiYiI0Go3SVakyZ2kL22FfnKUdVDnO8v6zHfbFWdoBOFdbyDrO8t47SzsA52kL20FE5FpcblEWIiIiIiIiIiIiqjxeoUhEREREREREREQWY4ciERERERERERERWYwdikRERERERERERGQxdijakaSkJDRo0ABeXl5o3749Dhw4YDL2o48+QqdOnRAUFISgoCDExcWVix86dChUKpXRrVevXtXdDKvasXz58nJ19PLyMooRQmDatGkICwuDt7c34uLicPbs2epuhlXt6NKlS7l2qFQq9OnTRx+jxPvx7bff4qmnnkJ4eDhUKhU2bdp0z+ekpaWhdevW0Gg0aNSoEZYvX14uxprXxhasbceGDRvQvXt31KlTB/7+/oiJicGOHTuMYqZPn17u/WjatGk1toKqwlnyI8AcyRxpe8yR5Cw5kvmR+dHWmB+JiKoPOxTtxJo1azBu3DgkJibi8OHDaNmyJXr27ImrV69WGJ+WloZBgwZh9+7d2Lt3LyIiItCjRw9cuXLFKK5Xr15IT0/X31avXm1X7QAAf39/ozpeunTJ6PG5c+fi/fffx5IlS7B//374+vqiZ8+eKCwstJt2bNiwwagNJ06cgFqtRv/+/Y3iavr9yMvLQ8uWLZGUlGRR/IULF9CnTx907doVR48exdixYzFixAijD1KVeY+rytp2fPvtt+jevTu2bduGQ4cOoWvXrnjqqadw5MgRo7jmzZsbvR/ff/99dVSfqshZ8mNl2gIwR1Yn5kjmSGfgLDmS+ZH5sTowPxIRVSNBdiE6Olq88sor+vtarVaEh4eLWbNmWfT827dvi1q1aokVK1bo9yUkJIi+ffvauqpmWduO5ORkERAQYLI8nU4nQkNDxbx58/T7bt26JTQajVi9erXN6n23qr4f7733nqhVq5bIzc3V71Pi/SgLgNi4caPZmIkTJ4rmzZsb7RswYIDo2bOn/n5VX5uqsqQdFWnWrJmYMWOG/n5iYqJo2bKl7SpG1cZZ8qMQzJGlmCOrD3Ok63GWHMn8KDE/Vh/mRyIi2+IVinaguLgYhw4dQlxcnH6fm5sb4uLisHfvXovKyM/PR0lJCWrXrm20Py0tDXXr1kWTJk3w8ssv48aNGzate1mVbUdubi4iIyMRERGBvn374uTJk/rHLly4gIyMDKMyAwIC0L59e4tfm5pqR1lLly7FwIED4evra7S/Jt+Pyti7d69RuwGgZ8+e+nbb4rVRgk6nQ05OTrm/j7NnzyI8PBwNGzbE888/j8uXLytUQzLFWfIjwBxZFnOkfWGOdFzOkiOZHw2YH+0L8yMRkWnsULQD169fh1arRUhIiNH+kJAQZGRkWFTGpEmTEB4ebvRPulevXli5ciVSU1MxZ84cfPPNN3jiiSeg1WptWv9SlWlHkyZNsGzZMmzevBmffvopdDodOnTogN9//x0A9M+rymtjraq+HwcOHMCJEycwYsQIo/01/X5URkZGRoXtzs7ORkFBgU1+V5Uwf/585Obm4rnnntPva9++PZYvX47t27dj8eLFuHDhAjp16oScnBwFa0p3c5b8CDBHlmKOtD/MkY7LWXIk86PE/Gh/mB+JiExzV7oCVHWzZ89GSkoK0tLSjCajHjhwoH77kUceQYsWLfDggw8iLS0N3bp1U6Kq5cTExCAmJkZ/v0OHDnjooYfw4Ycf4p133lGwZpW3dOlSPPLII4iOjjba7wjvhzP67LPPMGPGDGzevBl169bV73/iiSf02y1atED79u0RGRmJtWvXYvjw4UpUlaqBI+dHgDnSHt8TZ8Mc6docOUcyP9rX++GMmB+JiMzjFYp2IDg4GGq1GpmZmUb7MzMzERoaava58+fPx+zZs7Fz5060aNHCbGzDhg0RHByMc+fOVbnOFalKO0p5eHjg0Ucf1dex9HlVKdNaVWlHXl4eUlJSLPowUd3vR2WEhoZW2G5/f394e3vb5D2uSSkpKRgxYgTWrl1bbhjO3QIDA9G4cWO7ej/IefIjwBwJMEfaG+ZIx+csOZL5kfnR3jA/EhHdGzsU7YCnpyfatGmD1NRU/T6dTofU1FSjb17vNnfuXLzzzjvYvn072rZte8/j/P7777hx4wbCwsJsUu+7VbYdZWm1Whw/flxfxwceeAChoaFGZWZnZ2P//v0Wl2mtqrTj888/R1FREV544YV7Hqe634/KiImJMWo3AOzatUvfblu8xzVl9erVGDZsGFavXo0+ffrcMz43Nxfnz5+3q/eDnCc/AsyRAHOkPWGOdA7OkiOZH5kf7QnzIxGRhZReFYaklJQUodFoxPLly8WpU6fESy+9JAIDA0VGRoYQQojBgweLyZMn6+Nnz54tPD09xbp160R6err+lpOTI4QQIicnR0yYMEHs3btXXLhwQXz11VeidevWIioqShQWFtpNO2bMmCF27Nghzp8/Lw4dOiQGDhwovLy8xMmTJ43aGhgYKDZv3ix++ukn0bdvX/HAAw+IgoICu2lHqccee0wMGDCg3H6l3o+cnBxx5MgRceTIEQFAvPvuu+LIkSPi0qVLQgghJk+eLAYPHqyP//XXX4WPj4944403xOnTp0VSUpJQq9Vi+/bt+ph7vTb20I5Vq1YJd3d3kZSUZPT3cevWLX3M+PHjRVpamrhw4YL44YcfRFxcnAgODhZXr16ttnZQ5ThLfqxMW5gjmSOrox3Mkc7FWXIk8yPzoz20g/mRiMhy7FC0Ix988IGoX7++8PT0FNHR0WLfvn36x2JjY0VCQoL+fmRkpABQ7paYmCiEECI/P1/06NFD1KlTR3h4eIjIyEgxcuTIav2HXZl2jB07Vh8bEhIievfuLQ4fPmxUnk6nE1OnThUhISFCo9GIbt26iZ9//tmu2iGEEGfOnBEAxM6dO8uVpdT7sXv37gp/T0rrnpCQIGJjY8s9p1WrVsLT01M0bNhQJCcnlyvX3GtjD+2IjY01Gy+EEAMGDBBhYWHC09NT1KtXTwwYMECcO3euWttBlecs+dHatjBHMkdWRzuYI52Ps+RI5kfmR6XbwfxIRGQ5lRBCVOkSRyIiIiIiIiIiInIZnEORiIiIiIiIiIiILMYORSIiIiIiIiIiIrIYOxSJiIiIiIiIiIjIYuxQJCIiIiIiIiIiIouxQ5GIiIiIiIiIiIgsxg5FIiIiIiIiIiIishg7FImIiIiIiIiIiMhi7FAkIiIiIiIiIiIii7FDkSrt4sWLUKlUOHr0qMXPGTp0KPr162c2pkuXLhg7dmyV6qZSqbBp0yYAltfTkuOWLbcmTZ8+HSqVCiqVCgsXLqxSWcuXL0dgYGCNHY/IVTFH1hzmSCLHwvxYc5gfiYiourBD0YllZGTg1VdfRcOGDaHRaBAREYGnnnoKqampSletRkVERCA9PR0PP/wwACAtLQ0qlQq3bt2yuqz09HQ88cQTNq6hZZo3b4709HS89NJL5R6bNWsW1Go15s2bZ5NjTZgwAenp6bj//vttUh6RPWKOlJgjrcccSc6O+VFifrQe8yMRketgh6KTunjxItq0aYOvv/4a8+bNw/Hjx7F9+3Z07doVr7zyitLVq1FqtRqhoaFwd3evclmhoaHQaDQ2qJX13N3dERoaCh8fn3KPLVu2DBMnTsSyZctsciw/Pz+EhoZCrVbbpDwie8McacAcaT3mSHJmzI8GzI/WY34kInId7FB0UqNHj4ZKpcKBAwcQHx+Pxo0bo3nz5hg3bhz27dsHAHjxxRfx5JNPGj2vpKQEdevWxdKlSwEAOp0Oc+fORaNGjaDRaFC/fn3MnDmzwmNqtVoMHz4cDzzwALy9vdGkSRP8+9//rjB2xowZqFOnDvz9/fF///d/KC4uNtmWoqIiTJgwAfXq1YOvry/at2+PtLQ0i1+LssNVLl68iK5duwIAgoKCoFKpMHToUH2sTqfDxIkTUbt2bYSGhmL69OlGZZUdrlLRt9RHjx6FSqXCxYsXARiGhmzZsgVNmjSBj48Pnn32WeTn52PFihVo0KABgoKC8Nprr0Gr1VrcprK++eYbFBQU4O2330Z2djb27Nlj0fN27NiBhx56CH5+fujVqxfS09MrdXwiR8QcacAcWTHmSHJVzI8GzI8VY34kIiIAqPrXbWR3bt68ie3bt2PmzJnw9fUt93jp3CcjRoxA586dkZ6ejrCwMADAli1bkJ+fjwEDBgAApkyZgo8++gjvvfceHnvsMaSnp+PMmTMVHlen0+H+++/H559/jvvuuw979uzBSy+9hLCwMDz33HP6uNTUVHh5eSEtLQ0XL17EsGHDcN9995n8kDlmzBicOnUKKSkpCA8Px8aNG9GrVy8cP34cUVFRVr02ERERWL9+PeLj4/Hzzz/D398f3t7e+sdXrFiBcePGYf/+/di7dy+GDh2Kjh07onv37lYdp6z8/Hy8//77SElJQU5ODp555hn89a9/RWBgILZt24Zff/0V8fHx6Nixo/51t8bSpUsxaNAgeHh4YNCgQVi6dCk6dOhwzzrNnz8fn3zyCdzc3PDCCy9gwoQJWLVqVWWbSeQwmCNNY4401Ik5klwR86NpzI+GOjE/EhERAECQ09m/f78AIDZs2HDP2GbNmok5c+bo7z/11FNi6NChQgghsrOzhUajER999FGFz71w4YIAII4cOWKy/FdeeUXEx8fr7yckJIjatWuLvLw8/b7FixcLPz8/odVqhRBCxMbGitdff10IIcSlS5eEWq0WV65cMSq3W7duYsqUKSaPC0Bs3Lixwnru3r1bABB//vmn0XNiY2PFY489ZrSvXbt2YtKkSRWWW1E5R44cEQDEhQsXhBBCJCcnCwDi3Llz+phRo0YJHx8fkZOTo9/Xs2dPMWrUKJPtSUxMFC1btiy3PysrS3h7e4ujR4/qj+/n52dU9t0qqlNSUpIICQkpFxsZGSnee+89k2UROSLmSOZI5kiiijE/Mj8yPxIRkaU45NkJCSEsjh0xYgSSk5MBAJmZmfjyyy/x4osvAgBOnz6NoqIidOvWzeLykpKS0KZNG9SpUwd+fn7473//i8uXLxvFtGzZ0mgOl5iYGOTm5uK3334rV97x48eh1WrRuHFj+Pn56W/ffPMNzp8/b3G9LNWiRQuj+2FhYbh69WqVyvTx8cGDDz6ovx8SEoIGDRrAz8/PaF9ljrN69Wo8+OCDaNmyJQCgVatWiIyMxJo1a6yqky3aSeQomCMrjzmSyLkxP1Ye8yMREbkaDnl2QlFRUVCpVCaHlZQ1ZMgQTJ48GXv37sWePXvwwAMPoFOnTgBgNIzDEikpKZgwYQIWLFiAmJgY1KpVC/PmzcP+/fsr1Q4AyM3NhVqtxqFDh8pN7lz2w5SteHh4GN1XqVTQ6XQVxrq5yf74sh++S0pKLCrTmuOYs3TpUpw8edJosnCdTodly5Zh+PDhJp9X0fGtOYkgcmTMkZXHHEnk3JgfK4/5kYiIXA07FJ1Q7dq10bNnTyQlJeG1114rNwfOrVu39HPg3HfffejXrx+Sk5Oxd+9eDBs2TB8XFRUFb29vpKamYsSIEfc87g8//IAOHTpg9OjR+n0VfQN87NgxFBQU6D9s7tu3D35+foiIiCgX++ijj0Kr1eLq1av6D6lV5enpCQCVnsC6VJ06dQAA6enpCAoKAiAn1K4px48fx48//oi0tDTUrl1bv//mzZvo0qULzpw5g6ZNm9ZYfYgcBXOkecyRRK6L+dE85kciIiIDDnl2UklJSdBqtYiOjsb69etx9uxZnD59Gu+//z5iYmKMYkeMGIEVK1bg9OnTSEhI0O/38vLCpEmTMHHiRKxcuRLnz5/Hvn379Kv33S0qKgo//vgjduzYgV9++QVTp07FwYMHy8UVFxdj+PDhOHXqFLZt24bExESMGTNG/21tWY0bN8bzzz+PIUOGYMOGDbhw4QIOHDiAWbNmYevWrZV6bSIjI6FSqbBlyxZcu3YNubm5lSqnUaNGiIiIwPTp03H27Fls3boVCxYsqFRZlbF06VJER0ejc+fOePjhh/W3zp07o127dvr3adGiRVYNOSJyBcyRpjFHErk25kfTmB+JiIgM2KHopBo2bIjDhw+ja9euGD9+PB5++GF0794dqampWLx4sVFsXFwcwsLC0LNnT4SHhxs9NnXqVIwfPx7Tpk3DQw89hAEDBpicJ2XUqFF45plnMGDAALRv3x43btww+qa5VLdu3RAVFYXOnTtjwIABePrppzF9+nSTbUlOTsaQIUMwfvx4NGnSBP369cPBgwdRv359618YAPXq1cOMGTMwefJkhISEYMyYMZUqx8PDA6tXr8aZM2fQokULzJkzB//85z8rVZa1iouL8emnnyI+Pr7Cx+Pj47Fy5UqUlJTg+vXr1TJXEJEjY440jTmSyLUxP5rG/EhERGSgEpz0wuXl5uaiXr16SE5OxjPPPKN0dagC06dPx6ZNm2p0OAwANGjQAGPHjsXYsWNr9LhE9oQ50v4xRxIpg/nR/jE/EhFRdeEVii5Mp9Ph6tWreOeddxAYGIinn35a6SqRGcePH4efnx/+85//VPux/vWvf8HPz6/c6opEroQ50rEwRxLVHOZHx8L8SERE1YFXKLqwixcv4oEHHsD999+P5cuXc44UO3bz5k3cvHkTgJzIOyAgwKmOR2SPmCMdB3MkUc1ifnQczI9ERFRd2KFIREREREREREREFuOQZyIiIiIiIiIiIrIYOxSJiIiIiIiIiIjIYuxQJCIiIiIiIiIiIouxQ5GIiIiIiIiIiIgsxg5FIiIiIiIiIiIishg7FImIiIiIiIiIiMhi7FAkIiIiIiIiIiIii7FDkYiIiIiIiIiIiCzGDkUiIiIiIiIiIiKy2P8DjnS1qBlHotUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Skip the MSMR example parameter set since we need to set up the ESOH solver differently\n",
    "all_parameter_sets.remove(\"MSMR_Example\")\n",
    "# Loop over all parameter sets and solve the ESOH problem\n",
    "for parameter_set in all_parameter_sets:\n",
    "    print(parameter_set)\n",
    "    try:\n",
    "        sweep, sol_init_QLi, sol_init_Q = solve_esoh_sweep_QLi(parameter_set, param)\n",
    "        fig, axes = plot_sweep(sweep, sol_init_QLi, sol_init_Q, parameter_set)\n",
    "    except ValueError:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "The relevant papers for this notebook are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] Weilong Ai, Ludwig Kraft, Johannes Sturm, Andreas Jossen, and Billy Wu. Electrochemical thermal-mechanical modelling of stress inhomogeneity in lithium-ion pouch cells. Journal of The Electrochemical Society, 167(1):013512, 2019. doi:10.1149/2.0122001JES.\n",
      "[2] Joel A. E. Andersson, Joris Gillis, Greg Horn, James B. Rawlings, and Moritz Diehl. CasADi – A software framework for nonlinear optimization and optimal control. Mathematical Programming Computation, 11(1):1–36, 2019. doi:10.1007/s12532-018-0139-4.\n",
      "[3] Daniel R Baker and Mark W Verbrugge. Multi-species, multi-reaction model for porous intercalation electrodes: part i. model formulation and a perturbation solution for low-scan-rate, linear-sweep voltammetry of a spinel lithium manganese oxide electrode. Journal of The Electrochemical Society, 165(16):A3952, 2018.\n",
      "[4] Chang-Hui Chen, Ferran Brosa Planella, Kieran O'Regan, Dominika Gastol, W. Dhammika Widanage, and Emma Kendrick. Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models. Journal of The Electrochemical Society, 167(8):080534, 2020. doi:10.1149/1945-7111/ab9050.\n",
      "[5] Madeleine Ecker, Stefan Käbitz, Izaro Laresgoiti, and Dirk Uwe Sauer. Parameterization of a Physico-Chemical Model of a Lithium-Ion Battery: II. Model Validation. Journal of The Electrochemical Society, 162(9):A1849–A1857, 2015. doi:10.1149/2.0541509jes.\n",
      "[6] Madeleine Ecker, Thi Kim Dung Tran, Philipp Dechent, Stefan Käbitz, Alexander Warnecke, and Dirk Uwe Sauer. Parameterization of a Physico-Chemical Model of a Lithium-Ion Battery: I. Determination of Parameters. Journal of the Electrochemical Society, 162(9):A1836–A1848, 2015. doi:10.1149/2.0551509jes.\n",
      "[7] Alastair Hales, Laura Bravo Diaz, Mohamed Waseem Marzook, Yan Zhao, Yatish Patel, and Gregory Offer. The cell cooling coefficient: a standard to define heat rejection from lithium-ion batteries. Journal of The Electrochemical Society, 166(12):A2383, 2019.\n",
      "[8] Charles R. Harris, K. Jarrod Millman, Stéfan J. van der Walt, Ralf Gommers, Pauli Virtanen, David Cournapeau, Eric Wieser, Julian Taylor, Sebastian Berg, Nathaniel J. Smith, and others. Array programming with NumPy. Nature, 585(7825):357–362, 2020. doi:10.1038/s41586-020-2649-2.\n",
      "[9] Gi-Heon Kim, Kandler Smith, Kyu-Jin Lee, Shriram Santhanagopalan, and Ahmad Pesaran. Multi-domain modeling of lithium-ion batteries encompassing multi-physics in varied length scales. Journal of the Electrochemical Society, 158(8):A955–A969, 2011. doi:10.1149/1.3597614.\n",
      "[10] Scott G. Marquis, Valentin Sulzer, Robert Timms, Colin P. Please, and S. Jon Chapman. An asymptotic derivation of a single particle model with electrolyte. Journal of The Electrochemical Society, 166(15):A3693–A3706, 2019. doi:10.1149/2.0341915jes.\n",
      "[11] Peyman Mohtat, Suhak Lee, Jason B Siegel, and Anna G Stefanopoulou. Towards better estimability of electrode-specific state of health: decoding the cell expansion. Journal of Power Sources, 427:101–111, 2019.\n",
      "[12] Peyman Mohtat, Suhak Lee, Valentin Sulzer, Jason B. Siegel, and Anna G. Stefanopoulou. Differential Expansion and Voltage Model for Li-ion Batteries at Practical Charging Rates. Journal of The Electrochemical Society, 167(11):110561, 2020. doi:10.1149/1945-7111/aba5d1.\n",
      "[13] Simon E. J. O'Kane, Ian D. Campbell, Mohamed W. J. Marzook, Gregory J. Offer, and Monica Marinescu. Physical origin of the differential voltage minimum associated with lithium plating in li-ion batteries. Journal of The Electrochemical Society, 167(9):090540, may 2020. URL: https://doi.org/10.1149/1945-7111/ab90ac, doi:10.1149/1945-7111/ab90ac.\n",
      "[14] Kieran O'Regan, Ferran Brosa Planella, W. Dhammika Widanage, and Emma Kendrick. Thermal-electrochemical parameters of a high energy lithium-ion cylindrical battery. Electrochimica Acta, 425:140700, 2022. doi:10.1016/j.electacta.2022.140700.\n",
      "[15] Simon E. J. O'Kane, Weilong Ai, Ganesh Madabattula, Diego Alonso-Alvarez, Robert Timms, Valentin Sulzer, Jacqueline Sophie Edge, Billy Wu, Gregory J. Offer, and Monica Marinescu. Lithium-ion battery degradation: how to model it. Phys. Chem. Chem. Phys., 24:7909-7922, 2022. URL: http://dx.doi.org/10.1039/D2CP00417H, doi:10.1039/D2CP00417H.\n",
      "[16] Eric Prada, D. Di Domenico, Y. Creff, J. Bernard, Valérie Sauvant-Moynot, and François Huet. A simplified electrochemical and thermal aging model of LiFePO4-graphite Li-ion batteries: power and capacity fade simulations. Journal of The Electrochemical Society, 160(4):A616, 2013. doi:10.1149/2.053304jes.\n",
      "[17] P Ramadass, Bala Haran, Parthasarathy M Gomadam, Ralph White, and Branko N Popov. Development of first principles capacity fade model for li-ion cells. Journal of the Electrochemical Society, 151(2):A196, 2004. doi:10.1149/1.1634273.\n",
      "[18] Giles Richardson, Ivan Korotkin, Rahifa Ranom, Michael Castle, and Jamie M. Foster. Generalised single particle models for high-rate operation of graded lithium-ion electrodes: systematic derivation and validation. Electrochimica Acta, 339:135862, 2020. doi:10.1016/j.electacta.2020.135862.\n",
      "[19] Valentin Sulzer, Scott G. Marquis, Robert Timms, Martin Robinson, and S. Jon Chapman. Python Battery Mathematical Modelling (PyBaMM). Journal of Open Research Software, 9(1):14, 2021. doi:10.5334/jors.309.\n",
      "[20] Mark Verbrugge, Daniel Baker, Brian Koch, Xingcheng Xiao, and Wentian Gu. Thermodynamic model for substitutional materials: application to lithiated graphite, spinel manganese oxide, iron phosphate, and layered nickel-manganese-cobalt oxide. Journal of The Electrochemical Society, 164(11):E3243, 2017.\n",
      "[21] Pauli Virtanen, Ralf Gommers, Travis E. Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, Warren Weckesser, Jonathan Bright, and others. SciPy 1.0: fundamental algorithms for scientific computing in Python. Nature Methods, 17(3):261–272, 2020. doi:10.1038/s41592-019-0686-2.\n",
      "[22] Andrew Weng, Jason B Siegel, and Anna Stefanopoulou. Differential voltage analysis for battery manufacturing process control. arXiv preprint arXiv:2303.07088, 2023.\n",
      "[23] Yan Zhao, Yatish Patel, Teng Zhang, and Gregory J Offer. Modeling the effects of thermal gradients induced by tab and surface cooling on lithium ion cell performance. Journal of The Electrochemical Society, 165(13):A3169, 2018.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pybamm.print_citations()"
   ]
  }
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